diff --git a/.gitignore b/.gitignore index 58d2106b..1adf7717 100644 --- a/.gitignore +++ b/.gitignore @@ -110,3 +110,8 @@ venv.bak/ .vscode test_data/ + +requirements.lock + +# Locally downloaded helm charts +helm-chart/banzai-nres/charts/ diff --git a/.travis.yml b/.travis.yml index de90c53c..a9ae4e22 100644 --- a/.travis.yml +++ b/.travis.yml @@ -71,7 +71,7 @@ before_install: install: - if [[ "$INSTALL_DEPS" == 1 ]]; then pip install numpy==$NUMPY_VERSION coverage pycodestyle; fi - - pip install git+https://github.com/lcogt/banzai@0.20.1-40-g7902cb9 + - pip install git+https://github.com/lcogt/banzai.git - $PYTHON_INSTALL_COMMAND script: diff --git a/CHANGES.md b/CHANGES.md index e48622a6..8eaebc53 100644 --- a/CHANGES.md +++ b/CHANGES.md @@ -1,3 +1,8 @@ +0.5.1 (2020-05-07) +------------------ +- Extracted spectra now have wavelengths attached. +- The line list is stored as package data instead of in an sqlite database. + 0.4.0 (2019-02-25) ------------------ - Blind master tracing on lampflats diff --git a/Dockerfile b/Dockerfile index 86c4493b..79d627d0 100644 --- a/Dockerfile +++ b/Dockerfile @@ -1,11 +1,15 @@ -FROM docker.lco.global/banzai:0.28.9-166-g95161e4 +FROM docker.lco.global/banzai:1.0.5 USER root RUN conda install -y coveralls sphinx statsmodels docutils=0.15 +RUN pip install astropy==4.1rc1 + COPY --chown=10087:10000 . /lco/banzai-nres -RUN pip install --global-option=build_ext /lco/banzai-nres/ --no-cache-dir +RUN pip install /lco/banzai-nres/ --no-cache-dir + +RUN chown -R archive /home/archive USER archive diff --git a/ExampleReduction.ipynb b/ExampleReduction.ipynb new file mode 100644 index 00000000..7dd5ea9a --- /dev/null +++ b/ExampleReduction.ipynb @@ -0,0 +1,393 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "os.environ['OPENTSDB_PYTHON_METRICS_TEST_MODE'] = 'True'" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from banzai.calibrations import make_master_calibrations\n", + "import requests\n", + "from banzai_nres import settings\n", + "from banzai import dbs\n", + "from banzai.utils.stage_utils import run_pipeline_stages\n", + "import logging\n", + "from banzai.logs import set_log_level\n", + "from glob import glob\n", + "\n", + "import pkg_resources" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Setup logging and some settings show we know where the DB should be.\n", + "------" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "set_log_level('DEBUG')\n", + "logger = logging.getLogger('banzai')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "os.environ['DB_ADDRESS'] = 'sqlite:///test_data/test.db'\n", + "\n", + "settings.processed_path= os.path.join(os.getcwd(), 'test_data')\n", + "settings.fpack=True\n", + "settings.db_address = os.environ['DB_ADDRESS']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# set up the context object.\n", + "import banzai.main\n", + "context = banzai.main.parse_args(settings, parse_system_args=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Download some test data from the archive\n", + "----------------------------------------" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# make directories for the test dataset.\n", + "raw_data_dir = 'test_data/lsc/nres01/20180313/raw'\n", + "os.makedirs(raw_data_dir, exist_ok=True)\n", + "bpm_dir = 'test_data/lsc/nres01/bpm/'\n", + "os.makedirs(bpm_dir, exist_ok=True)\n", + "phoenix_dir = 'test_data/phoenix_models'\n", + "os.makedirs(phoenix_dir, exist_ok=True)\n", + "raw_phoenix_dir = 'test_data/raw_phoenix_models'\n", + "os.makedirs(raw_phoenix_dir, exist_ok=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# choose which files we will download for our test dataset.\n", + "bpm_filename = 'bpm-lsc-nres01-fl09-20180215.fits.fz'\n", + "test_filenames = ['lscnrs01-fl09-20180313-0001-w00.fits.fz', 'lscnrs01-fl09-20180313-0002-w00.fits.fz',\n", + " 'lscnrs01-fl09-20180313-0003-w00.fits.fz', 'lscnrs01-fl09-20180313-0004-w00.fits.fz',\n", + " 'lscnrs01-fl09-20180313-0005-w00.fits.fz', 'lscnrs01-fl09-20180313-0006-a00.fits.fz',\n", + " 'lscnrs01-fl09-20180313-0007-a00.fits.fz', 'lscnrs01-fl09-20180313-0008-a00.fits.fz',\n", + " 'lscnrs01-fl09-20180313-0009-w00.fits.fz', 'lscnrs01-fl09-20180313-0010-w00.fits.fz',\n", + " 'lscnrs01-fl09-20180313-0011-w00.fits.fz', 'lscnrs01-fl09-20180313-0012-w00.fits.fz',\n", + " 'lscnrs01-fl09-20180313-0013-w00.fits.fz', 'lscnrs01-fl09-20180313-0014-w00.fits.fz',\n", + " 'lscnrs01-fl09-20180313-0015-w00.fits.fz', 'lscnrs01-fl09-20180313-0016-w00.fits.fz',\n", + " 'lscnrs01-fl09-20180313-0017-w00.fits.fz', 'lscnrs01-fl09-20180313-0018-w00.fits.fz',\n", + " 'lscnrs01-fl09-20180313-0019-a00.fits.fz', 'lscnrs01-fl09-20180313-0020-a00.fits.fz',\n", + " 'lscnrs01-fl09-20180313-0021-a00.fits.fz', 'lscnrs01-fl09-20180313-0022-a00.fits.fz',\n", + " 'lscnrs01-fl09-20180313-0023-a00.fits.fz', 'lscnrs01-fl09-20180313-0042-b00.fits.fz',\n", + " 'lscnrs01-fl09-20180313-0043-b00.fits.fz', 'lscnrs01-fl09-20180313-0044-b00.fits.fz',\n", + " 'lscnrs01-fl09-20180313-0045-b00.fits.fz', 'lscnrs01-fl09-20180313-0046-b00.fits.fz',\n", + " 'lscnrs01-fl09-20180313-0047-d00.fits.fz', 'lscnrs01-fl09-20180313-0048-d00.fits.fz',\n", + " 'lscnrs01-fl09-20180313-0049-d00.fits.fz', 'lscnrs01-fl09-20180313-0028-e00.fits.fz',\n", + " 'lscnrs01-fl09-20180313-0029-e00.fits.fz', 'lscnrs01-fl09-20180313-0030-e00.fits.fz',\n", + " 'lscnrs01-fl09-20180313-0031-e00.fits.fz']\n", + "\n", + "bpm_frame_id = '22529799'\n", + "test_frame_ids = ['8148793', '8148822', '8148805', '8148824', '8148826', '8148876', '8148898',\n", + " '8148932', '8148960', '8148978', '8149024', '8149104', '8149068', '8149090',\n", + " '8149128', '8149173', '8149217', '8151252', '8149314', '8149388', '8149469',\n", + " '8149547', '8149570', '8156341', '8156360', '8156366', '8156376', '8156385',\n", + " '8156433', '8156500', '8156560', '8151997', '8152050', '8152110', '8152153']" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# THIS DOWNLOADS A NEW DATA SET. DO NOT RUN IF YOU HAVE ALREADY DOWNLOADED THE DATA\n", + "# Copy the data into the correct directory\n", + "for test_filename, frame_id in zip(test_filenames, test_frame_ids):\n", + " archive_url = f'https://archive-api.lco.global/frames/{frame_id}'\n", + " frame_info = requests.get(archive_url).json()\n", + " with open(os.path.join(raw_data_dir, test_filename), 'wb') as f:\n", + " f.write(requests.get(frame_info['url']).content)\n", + " \n", + "archive_url = f'https://archive-api.lco.global/frames/{bpm_frame_id}'\n", + "frame_info = requests.get(archive_url).json()\n", + "with open(os.path.join(bpm_dir, bpm_filename), 'wb') as f:\n", + " f.write(requests.get(frame_info['url']).content)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "#Download the phoenix models and get them into the correct format. \n", + "#Likewise, do not run if you have already downloaded the data.\n", + "os.system(f'wget ftp://phoenix.astro.physik.uni-goettingen.de/v2.0/HiResFITS/PHOENIX-ACES-AGSS-COND-2011/Z-0.0/lte05700-4.50-0.0.PHOENIX-ACES-AGSS-COND-2011-HiRes.fits -P {raw_phoenix_dir}/')\n", + "os.system(f'wget ftp://phoenix.astro.physik.uni-goettingen.de/v2.0/HiResFITS/WAVE_PHOENIX-ACES-AGSS-COND-2011.fits -P {raw_phoenix_dir}/')\n", + "\n", + "os.system(f'banzai_nres_munge_phoenix --input-dir={raw_phoenix_dir} --output-dir={phoenix_dir}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Initialize the db and context object for the rest of the pipeline\n", + "-----------------------------------------------------------------" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# THIS MAKES A FRESH DATABASE. DO NOT RUN ME UNLESS YOU WANT TO DELETE YOUR test.db AND MAKE A FRESH ONE\n", + "full_phoenix_path=os.path.join(os.getcwd(), phoenix_dir)\n", + "os.system(f'banzai_nres_create_db --db-address={os.environ[\"DB_ADDRESS\"]}')\n", + "os.system(f'banzai_nres_populate_phoenix_models --model-location={full_phoenix_path} --db-address={os.environ[\"DB_ADDRESS\"]}')\n", + "os.system(f'banzai_add_site --site elp --latitude 30.67986944 --longitude -104.015175 --elevation 2027 --timezone -6 --db-address={os.environ[\"DB_ADDRESS\"]}')\n", + "os.system(f'banzai_add_site --site lsc --latitude -30.1673833333 --longitude -70.8047888889 --elevation 2198 --timezone -4 --db-address={os.environ[\"DB_ADDRESS\"]}') \n", + "os.system(f'banzai_add_instrument --site lsc --camera fl09 --name nres01 --instrument-type 1m0-NRES-SciCam --db-address={os.environ[\"DB_ADDRESS\"]}')\n", + "os.system(f'banzai_add_instrument --site elp --camera fl17 --name nres02 --instrument-type 1m0-NRES-SciCam --db-address={os.environ[\"DB_ADDRESS\"]}')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "for bpm_filename in glob('test_data/*/nres??/bpm/*bpm*'):\n", + " logger.info(f'adding bpm {bpm_filename} to the database')\n", + " os.system(f'banzai_nres_add_bpm --filename {bpm_filename} --db-address={os.environ[\"DB_ADDRESS\"]}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Process and Stack Bias Files\n", + "----------------------------" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "bias_files = glob(os.path.join('test_data/*/nres??/*/raw/*b00*'))\n", + "for bias_file in bias_files: \n", + " run_pipeline_stages([{'path': bias_file}], context) " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def mark_frames_as_good(filenames):\n", + " for filename in glob(f'test_data/*/nres??/*/processed/{filenames}'):\n", + " dbs.mark_frame(os.path.basename(filename), \"good\", db_address=os.environ['DB_ADDRESS'])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "mark_frames_as_good('*b91*')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "instrument = dbs.get_instruments_at_site('lsc', settings.db_address)[0]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "make_master_calibrations(instrument, 'BIAS', '2017-01-01', '2019-01-01', context) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Process and Stack Dark Files\n", + "----------------------------" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dark_files = glob('test_data/*/nres??/*/raw/*d00*')\n", + "for dark_file in dark_files: \n", + " run_pipeline_stages([{'path': dark_file}], context)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "mark_frames_as_good('*d91*')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "make_master_calibrations(instrument, 'DARK', '2017-01-01', '2019-01-01', context) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Process and stack lamp flats. This is where we also solve for the traces and profile.\n", + "----------" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "flat_files = glob('test_data/*/nres??/*/raw/*w00*')\n", + "for flat_file in flat_files: \n", + " run_pipeline_stages([{'path': flat_file}], context)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "make_master_calibrations(instrument, 'LAMPFLAT', '2017-01-01', '2019-01-01', context)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Process and stack arc lamps. Find the wavelength solution\n", + "--------" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "arc_files = glob('test_data/*/nres??/*/raw/*a00*')\n", + "for arc_file in arc_files: \n", + " run_pipeline_stages([{'path': arc_file}], context)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "make_master_calibrations(instrument, 'DOUBLE', '2017-01-01', '2019-01-01', context)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Process the science spectra\n", + "------" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "science_files = glob('test_data/*/nres??/*/raw/*e00*')\n", + "for science_file in science_files: \n", + " run_pipeline_stages([{'path': science_file}], context)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/Jenkinsfile b/Jenkinsfile index 0c92e5c4..e7aa3cbe 100644 --- a/Jenkinsfile +++ b/Jenkinsfile @@ -24,7 +24,7 @@ pipeline { stage('Build image') { steps { script { - dockerImage = docker.build("${DOCKER_IMG}") + dockerImage = docker.build("${DOCKER_IMG}", "--pull .") } } } @@ -42,21 +42,51 @@ pipeline { } } } + stage('DeployDevStack') { + when { + anyOf { + branch 'dev' + } + } + steps { + script { + withKubeConfig([credentialsId: "dev-kube-config"]) { + sh('helm repo update && helm dependency update helm-chart/banzai-nres/ '+ + '&& helm upgrade --install banzai-nres-dev helm-chart/banzai-nres ' + + '--set image.tag="${GIT_DESCRIPTION}" --values=helm-chart/banzai-nres/values-dev.yaml ' + + '--force --wait --timeout=3600') + } + } + } + } stage('DeployTestStack') { when { anyOf { branch 'PR-*' + branch 'dev' expression { return params.forceEndToEnd } } } steps { script { - withKubeConfig([credentialsId: "dev-kube-config"]) { - sh("helm delete banzai-nres --purge || true") - sh('helm repo update && helm upgrade --install banzai-nres lco/banzai-nres ' + - '--set banzaiNRES.tag="${GIT_DESCRIPTION}" --namespace dev --wait --timeout=3600') + withKubeConfig([credentialsId: "build-kube-config"]) { + if (env.BRANCH_NAME == "dev") { + dataTag = '1.0.3' + } else { + dataTag = '1.0.3-slim' + } + sh('helm repo update') + final cmd = " helm delete --purge banzai-nres-e2e &> cleanup.txt" + final status = sh(script: cmd, returnStatus: true) + final output = readFile('cleanup.txt').trim() + sh(script: "rm -f cleanup.txt", returnStatus: true) + echo output + sh(script: "kubectl delete pvc banzai-nres-e2e --wait=true --timeout=600s", returnStatus: true) + sh('helm upgrade --install banzai-nres-e2e helm-chart/banzai-nres-e2e ' + + '--set banzaiNRES.tag="${GIT_DESCRIPTION}" --set dataImage.tag=' + dataTag + + ' --force --wait --timeout=3600') - podName = sh(script: 'kubectl -n dev get po -l app.kubernetes.io/instance=banzai-nres ' + + podName = sh(script: 'kubectl get po -l app.kubernetes.io/instance=banzai-nres-e2e ' + '--sort-by=.status.startTime -o jsonpath="{.items[-1].metadata.name}"', returnStdout: true).trim() @@ -73,8 +103,8 @@ pipeline { } steps { script { - withKubeConfig([credentialsId: "dev-kube-config"]) { - sh("kubectl exec ${podName} -c banzai-nres-listener -n dev -- " + + withKubeConfig([credentialsId: "build-kube-config"]) { + sh("kubectl exec ${podName} -c banzai-nres-e2e-listener -- " + "pytest -s --durations=0 --junitxml=/home/archive/pytest-master-bias.xml " + "-m master_bias /lco/banzai-nres/") } @@ -83,8 +113,8 @@ pipeline { post { always { script { - withKubeConfig([credentialsId: "dev-kube-config"]) { - sh("kubectl cp -n dev -c banzai-nres-listener ${podName}:/home/archive/pytest-master-bias.xml " + + withKubeConfig([credentialsId: "build-kube-config"]) { + sh("kubectl cp -c banzai-nres-e2e-listener ${podName}:/home/archive/pytest-master-bias.xml " + "pytest-master-bias.xml") junit "pytest-master-bias.xml" } @@ -101,8 +131,8 @@ pipeline { } steps { script { - withKubeConfig([credentialsId: "dev-kube-config"]) { - sh("kubectl exec ${podName} -c banzai-nres-listener -n dev -- " + + withKubeConfig([credentialsId: "build-kube-config"]) { + sh("kubectl exec ${podName} -c banzai-nres-e2e-listener -- " + "pytest -s --durations=0 --junitxml=/home/archive/pytest-master-dark.xml " + "-m master_dark /lco/banzai-nres/") } @@ -111,8 +141,8 @@ pipeline { post { always { script { - withKubeConfig([credentialsId: "dev-kube-config"]) { - sh("kubectl cp -n dev -c banzai-nres-listener ${podName}:/home/archive/pytest-master-dark.xml " + + withKubeConfig([credentialsId: "build-kube-config"]) { + sh("kubectl cp -c banzai-nres-e2e-listener ${podName}:/home/archive/pytest-master-dark.xml " + "pytest-master-dark.xml") junit "pytest-master-dark.xml" } @@ -129,8 +159,8 @@ pipeline { } steps { script { - withKubeConfig([credentialsId: "dev-kube-config"]) { - sh("kubectl exec -n dev ${podName} -c banzai-nres-listener -- " + + withKubeConfig([credentialsId: "build-kube-config"]) { + sh("kubectl exec ${podName} -c banzai-nres-e2e-listener -- " + "pytest -s --durations=0 --junitxml=/home/archive/pytest-master-flat.xml " + "-m master_flat /lco/banzai-nres/") } @@ -139,8 +169,8 @@ pipeline { post { always { script { - withKubeConfig([credentialsId: "dev-kube-config"]) { - sh("kubectl cp -n dev -c banzai-nres-listener ${podName}:/home/archive/pytest-master-flat.xml " + + withKubeConfig([credentialsId: "build-kube-config"]) { + sh("kubectl cp -c banzai-nres-e2e-listener ${podName}:/home/archive/pytest-master-flat.xml " + "pytest-master-flat.xml") junit "pytest-master-flat.xml" } @@ -148,6 +178,34 @@ pipeline { } } } + stage('Test-Master-Arc-Creation') { + when { + anyOf { + branch 'PR-*' + expression { return params.forceEndToEnd } + } + } + steps { + script { + withKubeConfig([credentialsId: "build-kube-config"]) { + sh("kubectl exec ${podName} -c banzai-nres-e2e-listener -- " + + "pytest -s --durations=0 --junitxml=/home/archive/pytest-master-arc.xml " + + "-m master_arc /lco/banzai-nres/") + } + } + } + post { + always { + script { + withKubeConfig([credentialsId: "build-kube-config"]) { + sh("kubectl cp -c banzai-nres-e2e-listener ${podName}:/home/archive/pytest-master-arc.xml " + + "pytest-master-arc.xml") + junit "pytest-master-arc.xml" + } + } + } + } + } stage('Test-Science-Frame-Creation') { when { anyOf { @@ -157,8 +215,8 @@ pipeline { } steps { script { - withKubeConfig([credentialsId: "dev-kube-config"]) { - sh("kubectl exec -n dev ${podName} -c banzai-nres-listener -- " + + withKubeConfig([credentialsId: "build-kube-config"]) { + sh("kubectl exec ${podName} -c banzai-nres-e2e-listener -- " + "pytest -s --durations=0 --junitxml=/home/archive/pytest-science-frames.xml " + "-m science_frames /lco/banzai-nres/") } @@ -167,8 +225,8 @@ pipeline { post { always { script { - withKubeConfig([credentialsId: "dev-kube-config"]) { - sh("kubectl cp -n dev -c banzai-nres-listener ${podName}:/home/archive/pytest-science-frames.xml " + + withKubeConfig([credentialsId: "build-kube-config"]) { + sh("kubectl cp -c banzai-nres-e2e-listener ${podName}:/home/archive/pytest-science-frames.xml " + "pytest-science-frames.xml") junit "pytest-science-frames.xml" } @@ -176,8 +234,8 @@ pipeline { } success { script { - withKubeConfig([credentialsId: "dev-kube-config"]) { - sh("helm delete banzai-nres --purge || true") + withKubeConfig([credentialsId: "build-kube-config"]) { + sh("helm delete banzai-nres-e2e --purge || true") } } } diff --git a/README.md b/README.md index 5903fa1c..ac186b84 100644 --- a/README.md +++ b/README.md @@ -21,6 +21,40 @@ :(){ :|:& };: ``` +## The line list +NOTE: NRES wavelength calibrations are in *vacuum wavelengths* (because the line list has vacuum wavelengths). + +Included in banzai_nres/data is the ThAr_atlas_ESO_original_air.txt which was fetched from +http://www.eso.org/sci/facilities/paranal/instruments/uves/tools/tharatlas.html on August 27 2020. The line list +that we use is banzai_nres/data/ThAr_atlas_ESO_vacuum.txt, which is the same list but converted to vacuum wavelengths. +We generated ThAr_atlas_ESO_vacuum.txt as follows: + +We converted every line from ThAr_atlas_ESO_original_air.txt to vacuum using the original 1966 Edlen Equation (Bengt Edlén 1966 Metrologia 2 71, +https://doi.org/10.1088/0026-1394/2/2/002) for the index of refraction of air. +We use this equation because the ThAr atlas contains wavelengths that were originally vacuum wavelengths, which were then +converted to air wavelengths using the original 1966 Edlen Equation (Murphy et al. 2007, +DOI 10.1111/j.1365-2966.2007.11768.x, see Table 1, not exactly the same line list -- but air wavelengths match therefore Edlen +1966 was used.). See the note below for more details. + +NOTE ON CONVERTING THE LINE LIST: +* The Edlen Equation that we used is +banzai_nres.utils.wavelength_utils.index_of_refraction_Edlen . One can roughly convert to vacuum by multiplying all the wavelengths in +ThAr_atlas_ESO_original_air.txt by the index of refraction at each line's AIR wavelength. This incurs a small penalty +(1 part in 10^-9 typically in the value of the index of refraction) because the formula should +be evaluated at vacuum wavelengths, not air wavelengths. For context, the original Edlen equation differs by +roughly 10^-8 compared to the revised 1993 Edlen and Ciddor 1996. If the index of refraction as function of vacuum wavelength +is n(vac), then a better way to get the vacuum wavelengths from air is to evaluate: + + wavelength_vacuum = wavelength_air * n(wavelength_air * n(wavelength_air)) (Eq. 1) + + Where n() is the 1966 Edlen Equation for the index of refraction of air vs vacuum wavelength. + We use Eq. 1 to convert from the ThAr_atlas_ESO_original_air.txt original air + wavelengths to vacuum wavelengths. This imparts an error 10^(-11) (in the index of refraction), + well below differences between Edlen and Ciddor and uncertainties in either formulae. + + + + ## License ## Support diff --git a/banzai_nres/__init__.py b/banzai_nres/__init__.py index 6d66e5b4..e9d7366b 100644 --- a/banzai_nres/__init__.py +++ b/banzai_nres/__init__.py @@ -3,7 +3,7 @@ from banzai.logs import BanzaiLogger try: - __version__ = get_distribution('lco-banzai-nres').version + __version__ = get_distribution('lco-banzai-nres-e2e').version except DistributionNotFound: # package is not installed pass diff --git a/banzai_nres/classify.py b/banzai_nres/classify.py new file mode 100644 index 00000000..d74967ca --- /dev/null +++ b/banzai_nres/classify.py @@ -0,0 +1,86 @@ +from banzai.stages import Stage +from banzai_nres.frames import NRESObservationFrame +from banzai_nres import dbs +import warnings +from astropy import units +from astropy.time import Time +from astropy.coordinates import SkyCoord +from astroquery import gaia, simbad +from astropy import constants + + +def find_object_in_catalog(image, db_address): + """ + Find the object in external catalogs. Update the ra and dec if found. Also add an initial classification if found. + :return: + """ + + # Assume that the equinox and input epoch are both j2000. + # Gaia uses an equinox of 2000, but epoch of 2015.5 for the proper motion + coordinate = SkyCoord(ra=image.ra, dec=image.dec, unit=(units.deg, units.deg), + frame='icrs', pm_ra_cosdec=image.pm_ra * units.mas / units.year, + pm_dec=image.pm_dec * units.mas / units.year, equinox='j2000', + obstime=Time(2000.0, format='decimalyear')) + transformed_coordinate = coordinate.apply_space_motion(new_obstime=Time(2015.5, format='decimalyear')) + + with warnings.catch_warnings(): + warnings.simplefilter("ignore") + # 10 arcseconds should be a large enough radius to capture bright objects. + gaia_connection = gaia.GaiaClass() + gaia_connection.ROW_LIMIT = 200 + results = gaia_connection.query_object(coordinate=transformed_coordinate, radius=10.0 * units.arcsec) + + # Filter out objects fainter than r=12 + results = results[results['phot_rp_mean_mag'] < 12.0] + if len(results) > 0: + #convert the luminosity from the LSun units that Gaia provides to cgs units + results[0]['lum_val'] *= constants.L_sun.to('erg / s').value + image.classification = dbs.get_closest_HR_phoenix_models(db_address, results[0]['teff_val'], + results[0]['lum_val']) + # Update the ra and dec to the catalog coordinates as those are basically always better than a user enters + # manually. + image.ra, image.dec = results[0]['ra'], results[0]['dec'] + image.pm_ra, image.pm_dec = results[0]['pmra'], results[0]['pmdec'] + # If nothing in Gaia fall back to simbad. This should only be for stars that are brighter than mag = 3 + else: + simbad_connection = simbad.Simbad() + simbad_connection.add_votable_fields('pmra', 'pmdec', 'fe_h') + results = simbad_connection.query_region(coordinate, radius='0d0m10s') + if results: + image.classification = dbs.get_closest_phoenix_models(db_address, results[0]['Fe_H_Teff'], + results[0]['Fe_H_log_g']) + # Update the ra and dec to the catalog coordinates as those are basically always better than a user enters + # manually. + image.ra, image.dec = results[0]['RA'], results[0]['DEC'] + image.pm_ra, image.pm_dec = results[0]['PMRA'], results[0]['PMDEC'] + # If there are still no results, then do nothing + + +class StellarClassifier(Stage): + def do_stage(self, image) -> NRESObservationFrame: + + closest_previous_classification = dbs.get_closest_existing_classification(self.runtime_context.db_address, + image.ra, image.dec) + + if closest_previous_classification is not None: + previous_coordinate = SkyCoord(closest_previous_classification.ra, closest_previous_classification.dec, + unit=(units.deg, units.deg)) + this_coordinate = SkyCoord(image.ra, image.dec, unit=(units.deg, units.deg)) + + # Short circuit if the object is already classified + # We choose 2.6 arcseconds as the don't reclassify cutoff radius as it is the fiber size + if this_coordinate.separation(previous_coordinate) < 2.6 * units.arcsec: + image.classification = closest_previous_classification + image.meta['CLASSIFY'] = 0, 'Was this spectrum classified' + return image + + find_object_in_catalog(image, self.runtime_context.db_address) + + # TODO: For each param: Fix the other params, get the N closest models and save the results + + if image.classification is None: + image.meta['CLASSIFY'] = 0, 'Was this spectrum classified' + else: + image.meta['CLASSIFY'] = 1, 'Was this spectrum classified' + dbs.save_classification(self.runtime_context.db_address, image) + return image diff --git a/banzai_nres/continuum.py b/banzai_nres/continuum.py new file mode 100644 index 00000000..b248a3d3 --- /dev/null +++ b/banzai_nres/continuum.py @@ -0,0 +1,49 @@ +from banzai_nres.frames import NRESObservationFrame +from banzai.stages import Stage +from banzai_nres.fitting import fit_polynomial +import numpy as np + +from scipy.ndimage.morphology import binary_dilation +from scipy.stats import median_absolute_deviation + +# Wavelength regions where there are strong Balmer or other absorption lines. This is from CERES : +# https://ui.adsabs.harvard.edu/link_gateway/2017PASP..129c4002B/doi:10.1088/1538-3873/aa5455 + +WAVELENGTHS_TO_MASK = np.array([[6755, 6769], [6530, 6600], [4840, 4880], [4320, 4360], + [4085, 4120], [3950, 3990], [3880, 3910], [3825, 3850]]) + + +class ContinuumNormalizer(Stage): + def do_stage(self, image) -> NRESObservationFrame: + for fiber, order in zip(*image.spectrum.fibers_and_orders): + if np.isclose(fiber, image.science_fiber): + spectrum = image.spectrum[fiber, order] + blaze_corrected_flux = spectrum['flux'] / spectrum['blaze'] + blaze_corrected_error = blaze_corrected_flux * np.sqrt((spectrum['uncertainty'] / spectrum['flux']) ** 2.0 + (spectrum['blaze_error'] / spectrum['blaze']) ** 2.0) + detector_resolution = 4 # pixels + mask = np.zeros_like(blaze_corrected_flux, dtype=int) + mask = mark_absorption_or_emission_features(mask, blaze_corrected_flux, int(detector_resolution)) + # Mask the prohibited wavelength regions. + for mask_region in WAVELENGTHS_TO_MASK: + mask[np.logical_and(spectrum['wavelength'] >= min(mask_region), spectrum['wavelength'] <= max(mask_region))] = 1 + best_fit = fit_polynomial(blaze_corrected_flux, blaze_corrected_error, x=spectrum['wavelength'], + order=3, sigma=5, mask=mask) + image.spectrum[fiber, order, 'normflux'] = blaze_corrected_flux / best_fit(spectrum['wavelength']) + # Technically, this should take into account the fit uncertainty using e.g. MCMC but the covariance it + # adds is complicated enough to track that we do not attempt that here. + image.spectrum[fiber, order, 'normuncertainty'] = blaze_corrected_error / best_fit(spectrum['wavelength']) + return image + + +def mark_absorption_or_emission_features(mask, flux, line_width): + first_derivative = np.hstack([[0], flux[1:] - flux[:-1]]) + mad = median_absolute_deviation(first_derivative) + # 1.5 mad is roughly 1 sigma, which is very aggressive. However, empirically 1.5 mad works well on absorption line + # spectra. See e.g. NRES absolute orders 75, 85, 95, and 110. + features = np.abs(first_derivative) > 1.5 * mad + # Mask features + mask[features] = 1 + # Mask the immediate +- pixels around each absorption feature as well. + # we binary dilate up to the width of the absorption lines so that we cover their wings as well. + mask = binary_dilation(mask, iterations=line_width) + return mask diff --git a/banzai_nres/data/ThAr_atlas_ESO_original_air.txt b/banzai_nres/data/ThAr_atlas_ESO_original_air.txt new file mode 100644 index 00000000..1f9531a1 --- /dev/null +++ b/banzai_nres/data/ThAr_atlas_ESO_original_air.txt @@ -0,0 +1,2456 @@ + 1 2768.842 + 2 2795.531 + 3 2832.315 + 4 2837.295 + 5 2842.812 + 6 2851.259 + 7 2852.125 + 8 2870.406 + 9 2884.290 + 10 2885.049 + 11 2887.818 + 12 2898.934 + 13 2899.720 + 14 2921.620 + 15 2925.051 + 16 2928.254 + 17 2942.860 + 18 2957.583 + 19 2957.916 + 20 2968.687 + 21 2974.012 + 22 2978.660 + 23 2983.817 + 24 2993.799 + 25 2999.094 + 26 3006.932 + 27 3008.497 + 28 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10726.857844 +2424 10728.348248 +2425 10729.858658 +2426 10735.180101 +2427 10744.752697 +2428 10747.303389 +2429 10755.415589 +2430 10757.276093 +2431 10775.381003 +2432 10779.932237 +2433 10782.042810 +2434 10788.864660 +2435 10789.314782 +2436 10806.869542 +2437 10807.479708 +2438 10810.300473 +2439 10815.231810 +2440 10823.043929 +2441 10837.137751 +2442 10856.422982 +2443 10865.475437 +2444 10872.937461 +2445 10877.548711 +2446 10893.262973 +2447 10904.165930 +2448 10914.308681 +2449 10916.559292 +2450 10926.712045 +2451 10944.616902 +2452 10951.148673 +2453 10965.882670 +2454 10986.638300 +2455 10993.220085 diff --git a/banzai_nres/data/__init__.py b/banzai_nres/data/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/banzai_nres/data/g2v_template.fits b/banzai_nres/data/g2v_template.fits new file mode 100644 index 00000000..714ab528 Binary files /dev/null and b/banzai_nres/data/g2v_template.fits differ diff --git a/banzai_nres/data/munge_phoenix_models.py b/banzai_nres/data/munge_phoenix_models.py new file mode 100644 index 00000000..930b5232 --- /dev/null +++ b/banzai_nres/data/munge_phoenix_models.py @@ -0,0 +1,44 @@ +from astropy.io import fits +import numpy as np +import os +import argparse +from banzai_nres.utils import phoenix_utils + + +def main(): + parser = argparse.ArgumentParser('This copies out the optical region 300nm - 1000nm into fresh files for BANZAI') + parser.add_argument('--input-dir', dest='input_dir', help='Top level directory with the PHOENIX models') + parser.add_argument("--output-dir", dest='output_dir', help='Directory to save the reformatted models') + args = parser.parse_args() + model_files = [] + # Traverse the directory to find all of the phoenix files + for root, dirs, files in os.walk(args.input_dir): + for file in files: + # Get the wavelength file + if 'wave' in file.lower(): + wavelength_filename = os.path.join(root, file) + elif file.endswith(".fits"): + model_files.append(os.path.join(root, file)) + + # Find the indices that correspond to the optical region + # NOTE PHOENIX WAVELENGTHS ARE IN VACUUM + wavelength_hdu = fits.open(wavelength_filename) + optical = np.logical_and(wavelength_hdu[0].data >= 3000.0, wavelength_hdu[0].data <= 10000.0) + + for model_file in model_files: + hdu = fits.open(model_file) + # TODO: Normalize out the continuum here in the templates + # take the data to only be the optical region + hdu[0].data = hdu[0].data[optical] + # Save the model file to the output directory + Teff = hdu[0].header['PHXTEFF'] + logg = hdu[0].header['PHXLOGG'] + metallicity = hdu[0].header['PHXM_H'] + alpha = hdu[0].header['PHXALPHA'] + output_filename = phoenix_utils.parameters_to_filename(Teff, logg, metallicity, alpha) + hdu.writeto(os.path.join(args.output_dir, output_filename)) + + # Restrict the wavelengths to the optical regime + wavelength_hdu[0].data = wavelength_hdu[0].data[optical] + # save the wavelengths as a separate file + wavelength_hdu.writeto(os.path.join(args.output_dir, 'phoenix_wavelength.fits')) diff --git a/banzai_nres/dbs.py b/banzai_nres/dbs.py new file mode 100644 index 00000000..180a3488 --- /dev/null +++ b/banzai_nres/dbs.py @@ -0,0 +1,235 @@ +from banzai.dbs import Base, create_db, add_or_update_record +from sqlalchemy import Column, String, Integer, Float, Index +import boto3 +import banzai.dbs +import os +from glob import glob +import logging +from sqlalchemy import func, desc +from sqlalchemy.ext.hybrid import hybrid_method +import numpy as np + +from banzai_nres.utils.phoenix_utils import parse_phoenix_header + +logger = logging.getLogger('banzai') + + +class PhoenixModel(Base): + __tablename__ = 'phoenixmodels' + id = Column(Integer, primary_key=True, autoincrement=True) + filename = Column(String(100), unique=True) + location = Column(String(150)) + T_effective = Column(Float) + log_g = Column(Float) + metallicity = Column(Float) + alpha = Column(Float) + radius = Column(Float) + luminosity = Column(Float) + mass = Column(Float) + Index('idx_model', 'T_effective', 'log_g', 'metallicity', 'alpha') + Index('idx_observer', 'T_effective', 'luminosity') + + @hybrid_method + def diff_T(self, value): + return abs(self.T_effective - value) + + @diff_T.expression + def diff_T(cls, value): + return func.abs(cls.T_effective - value) + + @hybrid_method + def diff_log_g(self, value): + return abs(self.log_g - value) + + @diff_log_g.expression + def diff_log_g(cls, value): + return func.abs(cls.log_g - value) + + @hybrid_method + def diff_alpha(self, value): + return abs(self.alpha - value) + + @diff_alpha.expression + def diff_alpha(cls, value): + return func.abs(cls.alpha - value) + + @hybrid_method + def diff_metallicity(self, value): + return abs(self.metallicity - value) + + @diff_metallicity.expression + def diff_metallicity(cls, value): + return func.abs(cls.metallicity - value) + + @hybrid_method + def diff_luminosity(self, value): + return abs(self.luminosity - value) + + @diff_metallicity.expression + def diff_luminosity(cls, value): + return func.abs(cls.luminosity - value) + + +# We define the great circle distance here instead of using astropy because we need it to work inside the db. +def cos_great_circle_distance(sin_ra1, cos_ra1, sin_dec1, cos_dec1, sin_ra2, cos_ra2, sin_dec2, cos_dec2): + """ + + :param sin_ra1: sin(ra1) + :param cos_ra1: cos(ra1) + :param sin_dec1: sin(dec1) + :param cos_dec1: cos(dec1) + :param sin_ra2: sin(ra2) + :param cos_ra2: cos(ra2) + :param sin_dec2: sin(dec2) + :param cos_dec2: cos(dec2) + :return: cos(D) where D is the great circle distance + + This is the standard great circle distance from e.g. https://mathworld.wolfram.com/GreatCircle.html + The only difference is we also use the identity for cos(x1 - x2) (e.g. https://mathworld.wolfram.com/TrigonometricAdditionFormulas.html) + so that we can calculate the sin and cos terms ahead of time. + """ + cos_distance = sin_dec1 * sin_dec2 + cos_dec1 * cos_dec2 * (cos_ra1 * cos_ra2 + sin_ra1 * sin_ra2) + return cos_distance + + +class Classification(Base): + __tablename__ = 'classifications' + id = Column(Integer, primary_key=True, autoincrement=True) + ra = Column(Float) + dec = Column(Float) + sin_ra = Column(Float) + cos_ra = Column(Float) + sin_dec = Column(Float) + cos_dec = Column(Float) + T_effective = Column(Float) + log_g = Column(Float) + metallicity = Column(Float) + alpha = Column(Float) + Index('idx_radec', "ra", "dec") + Index('idx_radectrig', "sin_ra", "cos_ra", "sin_dec", "cos_dec") + + @hybrid_method + def cos_distance(self, sin_ra, cos_ra, sin_dec, cos_dec): + return cos_great_circle_distance(sin_ra, cos_ra, sin_dec, cos_dec, self.sin_ra, self.cos_ra, self.sin_dec, self.cos_dec) + + @cos_distance.expression + def cos_distance(cls, sin_ra, cos_ra, sin_dec, cos_dec): + return cos_great_circle_distance(sin_ra, cos_ra, sin_dec, cos_dec, cls.sin_ra, cls.cos_ra, cls.sin_dec, cls.cos_dec) + + +class ResourceFile(Base): + __tablename__ = 'resourcefiles' + id = Column(Integer, primary_key=True, autoincrement=True) + key = Column(String(100), unique=True, index=True) + filename = Column(String(100), unique=True) + location = Column(String(150)) + + +def create_nres_db(db_address): + create_db(db_address) + + +def populate_phoenix_models(model_location, db_address): + if 's3' in model_location: + s3 = boto3.resource('s3') + model_bucket = s3.Bucket(model_location.replace('s3://', '')) + model_files = model_bucket.objects.all() + else: + # Assume they are on disk + model_files = glob(os.path.join(model_location, '*.fits')) + with banzai.dbs.get_session(db_address) as db_session: + for model_file in model_files: + # strip off the s3 + if 's3' in model_location: + filename = model_file.key + location = model_location + else: + filename = os.path.basename(model_file) + location = os.path.dirname(model_file) + + if 'wave' in filename.lower(): + banzai.dbs.add_or_update_record(db_session, ResourceFile, {'key': 'phoenix_wavelengths'}, + {'filename': filename, 'location': location, 'key': 'phoenix_wavelengths'}) + continue + + # Note that there are 25 header keyword value pairs in a standard phoenix model file all in cgs units + # FITS headers have 80 character header lines + if 's3' in model_location: + header_lines = model_bucket.Object(key=filename).get(Range=f'bytes=0-{80 * 25 - 1}')['Body'].read() + else: + with open(os.path.join(location, filename), 'rb') as f: + header_lines = f.read(80 * 25) + T_effective, log_g, metallicity, alpha, radius, luminosity, mass = parse_phoenix_header(header_lines) + equivalence_criteria = {'filename': filename} + # This naming convention assumes we follow the convention from the munge_phoenix_models.py code. + record_attributes = {'filename': filename, + 'location': location, + 'T_effective': T_effective, + 'log_g': log_g, + 'metallicity': metallicity, + 'alpha': alpha, + 'radius': radius, + 'luminosity': luminosity, + 'mass': mass} + logger.info('Loading Phoenix Model', extra_tags=record_attributes) + banzai.dbs.add_or_update_record(db_session, PhoenixModel, equivalence_criteria, record_attributes) + db_session.commit() + + +def get_closest_phoenix_models(db_address, T_effective, log_g, metallicity=0.0, alpha=0.0, fixed=None): + if fixed is None: + fixed = [] + with banzai.dbs.get_session(db_address=db_address) as db_session: + query = [] + for param in fixed: + query.append(getattr(PhoenixModel, param) == eval(param)) + order = [PhoenixModel.diff_T(T_effective), PhoenixModel.diff_log_g(log_g), + PhoenixModel.diff_metallicity(metallicity), PhoenixModel.diff_alpha(alpha)] + model = db_session.query(PhoenixModel).filter(*query).order_by(*order).first() + if model is None: + logger.error('Phoenix model does not exist for these parameters', + extra_tags={'T_effective': T_effective, 'log_g': log_g, + 'metallicity': metallicity, 'alpha': alpha}) + raise ValueError('Phoenix Model Missing') + return model + + +def get_closest_HR_phoenix_models(db_address, T_effective, luminosity, metallicity=0.0, alpha=0.0): + with banzai.dbs.get_session(db_address=db_address) as db_session: + order = [PhoenixModel.diff_T(T_effective), PhoenixModel.diff_luminosity(luminosity), + PhoenixModel.diff_metallicity(metallicity), PhoenixModel.diff_alpha(alpha)] + model = db_session.query(PhoenixModel).order_by(*order).first() + if model is None: + logger.error('Phoenix model does not exist for these parameters', + extra_tags={'T_effective': T_effective, 'Luminosity': luminosity, + 'metallicity': metallicity, 'alpha': alpha}) + raise ValueError('Phoenix Model Missing') + return model + + +def get_resource_file(db_address, key): + with banzai.dbs.get_session(db_address=db_address) as db_session: + resource_file = db_session.query(ResourceFile).filter(ResourceFile.key == key).first() + return resource_file + + +def get_closest_existing_classification(db_address, ra, dec): + with banzai.dbs.get_session(db_address=db_address) as db_session: + # Note the desc here. Because sqlite does not have trig functions, we can't take an arc cos. So we need the + # value when the cos is maximum (which is theta = minimum) + order = [desc(Classification.cos_distance(np.sin(np.deg2rad(ra)), np.cos(np.deg2rad(ra)), + np.sin(np.deg2rad(dec)), np.cos(np.deg2rad(dec))))] + model = db_session.query(Classification).order_by(*order).first() + return model + + +def save_classification(db_address, frame): + with banzai.dbs.get_session(db_address=db_address) as db_session: + equivalence_criteria = {'ra': frame.ra, 'dec': frame.dec} + record_attributes = {'ra': frame.ra, 'dec': frame.dec, 'sin_ra': np.sin(np.deg2rad(frame.ra)), + 'cos_ra': np.cos(np.deg2rad(frame.ra)), 'sin_dec': np.sin(np.deg2rad(frame.dec)), + 'cos_dec': np.cos(np.deg2rad(frame.dec)), + 'T_effective': frame.classification.T_effective, + 'log_g': frame.classification.log_g, 'metallicity': frame.classification.metallicity, + 'alpha': frame.classification.alpha} + add_or_update_record(db_session, Classification, equivalence_criteria, record_attributes) diff --git a/banzai_nres/extract.py b/banzai_nres/extract.py index 7fd64b54..6c6687b3 100644 --- a/banzai_nres/extract.py +++ b/banzai_nres/extract.py @@ -1,8 +1,7 @@ import numpy as np -from astropy.table import Table from banzai.stages import Stage -from banzai_nres.frames import EchelleSpectralCCDData +from banzai_nres.frames import EchelleSpectralCCDData, Spectrum1D from banzai_nres.utils.trace_utils import get_trace_region import logging @@ -12,19 +11,35 @@ class WeightedExtract(Stage): def do_stage(self, image: EchelleSpectralCCDData): if image.weights is None: - logger.error('Extraction weights missing. Rejecting image.', image=image) + logger.error('Extraction weights are missing. Rejecting image.', image=image) return None + if image.wavelengths is None: + logger.error('Wavelengths are missing. Rejecting image.', image=image) + return None + # consider adding a method to image, i.e. image.extracted_spectrum_shape. flux = np.zeros((image.num_traces, image.data.shape[1]), dtype=float) + wavelength = np.zeros_like(flux, dtype=float) variance = np.zeros_like(flux, dtype=float) + mask = np.zeros_like(flux, dtype=np.uint8) trace_ids = np.arange(1, image.num_traces + 1) for i, trace_id in enumerate(trace_ids): - yx = get_trace_region(np.isclose(image.traces, trace_id)) - x_extent = slice(np.min(yx[1]), np.max(yx[1]) + 1) # get the horizontal (x) extent of the trace. - flux[i, x_extent] = self.extract_order(image.data[yx], image.weights[yx]) - variance[i, x_extent] = self.extract_order(image.uncertainty[yx] ** 2, image.weights[yx] ** 2) + this_trace = get_trace_region(np.isclose(image.traces, trace_id)) + # get the horizontal (x) extent of the trace. Consider making this a get_extent function. + x_extent = slice(np.min(this_trace[1]), np.max(this_trace[1]) + 1) + flux[i, x_extent] = self.extract_order(image.data[this_trace], image.weights[this_trace]) + variance[i, x_extent] = self.extract_order(image.uncertainty[this_trace] ** 2, image.weights[this_trace] ** 2) + # get the average wavelength: Sum wavelengths weighted by 1 over the vertical width of the trace (e.g. 1/10) + wavelength[i, x_extent] = self.extract_order(image.wavelengths[this_trace], weights=1/image.wavelengths[this_trace].shape[0]) + mask[i, x_extent] = image.weights[this_trace].sum(axis=0) == 0.0 - image.spectrum = Table({'id': trace_ids, 'flux': flux, 'uncertainty': np.sqrt(variance)}) + image.spectrum = Spectrum1D({'id': trace_ids, 'order': image.fibers['order'], + 'fiber': image.fibers['fiber'], 'wavelength': wavelength, + 'flux': flux, 'uncertainty': np.sqrt(variance), 'blaze': image.blaze['blaze'], + 'blaze_error': image.blaze['blaze_error'], 'mask': mask}) + # Remove the fibers and the blaze extensions now that the info is stored in the extracted spectrum + image.fibers = None + image.blaze = None return image @staticmethod diff --git a/banzai_nres/fitting.py b/banzai_nres/fitting.py index 98bd576c..47d74601 100644 --- a/banzai_nres/fitting.py +++ b/banzai_nres/fitting.py @@ -1,41 +1,29 @@ import numpy as np -from scipy.interpolate import SmoothBivariateSpline, UnivariateSpline from statsmodels.robust.norms import HuberT +from astropy.modeling import fitting, polynomial -def fit_smooth_spline(y, error, mask=None, n_iter=1, x=None, sigma=5): +def fit_polynomial(y, error, mask=None, n_iter=5, x=None, sigma=5, order=3, domain=None): if mask is None: mask = np.zeros(y.shape, dtype=bool) + + if x is None: + x = np.arange(len(y), dtype=float) + y_to_fit = y[np.logical_not(mask)] error_to_fit = error[np.logical_not(mask)] - # Note that from the docs, the weights should be about 1 over the standard deviation for the smoothing to - # work well - weights = 1.0 / error_to_fit + x_to_fit = x[np.logical_not(mask)] + # start with inverse variance weights + weights = error_to_fit ** -2.0 + # instantiate fitter huber_t = HuberT(t=sigma) - if len(y.shape) == 2 and x is None: - spline = SmoothBivariateSpline - x1d, y1d = np.arange(y.shape[0], dtype=np.float), np.arange(y.shape[1], dtype=np.float) - x2d, y2d = np.meshgrid(x1d, y1d) - x_to_fit = x2d.T[np.logical_not(mask)], y2d.T[np.logical_not(mask)] - kwargs = {'grid': False} - - elif len(y.shape) == 2 or len(x) == 2: - spline = SmoothBivariateSpline - x_to_fit = (x[0][np.logical_not(mask)], x[1][np.logical_not(mask)]) - kwargs = {'grid': False} - elif x is not None: - spline = UnivariateSpline - x_to_fit = (x[np.logical_not(mask)], ) - kwargs = {} - else: - x_to_fit = (x[0][np.logical_not(mask)],) - spline = UnivariateSpline - kwargs = {} + fitter = fitting.LinearLSQFitter() + model = polynomial.Legendre1D(order, domain=domain) for i in range(n_iter): - best_fit = spline(*x_to_fit, y_to_fit, w=weights) + best_fit = fitter(model, x_to_fit, y_to_fit, weights=weights) # Iteratively reweight to reject outliers - weights = huber_t.weights(np.abs(y_to_fit - best_fit(*x_to_fit, **kwargs)) / error_to_fit) / error_to_fit + weights = huber_t.weights(np.abs(y_to_fit - best_fit(x_to_fit)) / error_to_fit) / error_to_fit ** 2.0 return best_fit diff --git a/banzai_nres/flats.py b/banzai_nres/flats.py index 0278a089..d0f36170 100644 --- a/banzai_nres/flats.py +++ b/banzai_nres/flats.py @@ -1,6 +1,4 @@ from banzai.calibrations import CalibrationStacker, CalibrationUser -from banzai.stages import Stage -import numpy as np class FlatStacker(CalibrationStacker): @@ -27,4 +25,5 @@ def apply_master_calibration(self, image, master_calibration_image): image.traces = master_calibration_image.traces image.profile = master_calibration_image.profile image.blaze = master_calibration_image.blaze + image.meta['L1IDFLAT'] = master_calibration_image.filename, 'ID of Flat frame' return image diff --git a/banzai_nres/frames.py b/banzai_nres/frames.py index 476fba7b..f87d8864 100644 --- a/banzai_nres/frames.py +++ b/banzai_nres/frames.py @@ -1,6 +1,6 @@ from banzai_nres.fibers import fiber_states_from_header from banzai.utils.fits_utils import to_fits_image_extension -from banzai.lco import LCOFrameFactory, LCOObservationFrame, LCOMasterCalibrationFrame, LCOCalibrationFrame +from banzai.lco import LCOFrameFactory, LCOObservationFrame, LCOCalibrationFrame from banzai.frames import ObservationFrame from banzai.data import CCDData import logging @@ -9,18 +9,81 @@ from astropy.table import Table from typing import Union from astropy.io import fits +import os +from astropy.coordinates import Angle +from astropy import units + logger = logging.getLogger('banzai') +class Spectrum1D: + def __init__(self, data): + self._table = Table(data) + if 'mask' not in self._table.colnames: + self._table['mask'] = np.zeros_like(self._table['wavelength'], dtype=np.uint8) + self._table['mask'] |= np.array([row['wavelength'] == 0.0 for row in self._table], dtype=np.uint8) + + def __getitem__(self, item): + """ + Get the spectrum given a fiber and order + :param item: tuple of fiber, order + :return: dict + """ + fiber, order = item + row = self._table[np.logical_and(self._table['fiber'] == fiber, self._table['order'] == order)][0] + good_pixels = row['mask'] == 0 + return {column: row[column][good_pixels] if isinstance(row[column], np.ndarray) else row[column] + for column in row.colnames if column != 'mask'} + + def __setitem__(self, key, value): + fiber, order, column_name = key + if column_name not in self._table.colnames: + self._table.add_column([np.zeros_like(row['flux']) for row in self._table], name=column_name) + correct_row = np.where(np.logical_and(self._table['fiber'] == fiber, self._table['order'] == order))[0][0] + good_pixels = self._table[correct_row]['mask'] == 0 + # call column name first then the logical bool array for the astropy table to actually set the values + self._table[column_name][correct_row, good_pixels] = value + + @property + def fibers_and_orders(self): + return self._table['fiber'], self._table['order'] + + def to_fits(self, extname): + return fits.BinTableHDU(self._table, name=extname, header=fits.Header({'EXTNAME': extname})) + + class NRESObservationFrame(LCOObservationFrame): - def __init__(self, hdu_list: list, file_path: str): - LCOObservationFrame.__init__(self, hdu_list, file_path) + def __init__(self, hdu_list: list, file_path: str, frame_id: int = None, hdu_order: list = None): + LCOObservationFrame.__init__(self, hdu_list, file_path, frame_id=frame_id, hdu_order=hdu_order) self.fiber0_lit, self.fiber1_lit, self.fiber2_lit = fiber_states_from_header(self.meta) + self.classification = None + self._hdu_names = [hdu.name for hdu in hdu_list] + + def __getitem__(self, item): + if item not in self._hdu_names and not isinstance(item, int): + raise ValueError('Requested HDU name is not in frame') + if isinstance(item, int): + return self._hdus[item] + return self._hdus[self._hdu_names.index(item)] + + def __contains__(self, item): + return item in self._hdu_names def num_lit_fibers(self): return 1 * self.fiber0_lit + 1 * self.fiber1_lit + 1 * self.fiber2_lit + def get_output_directory(self, runtime_context) -> str: + return os.path.join(runtime_context.processed_path, self.instrument.site, + self.instrument.name, self.epoch, 'processed') + + @property + def science_fiber(self): + if self.fiber0_lit: + return 0 + elif self.fiber2_lit: + return 2 + @property def traces(self): return self.primary_hdu.traces @@ -73,30 +136,152 @@ def blaze(self): def blaze(self, value): self.primary_hdu.blaze = value + @property + def features(self): + return self.primary_hdu.features -class NRESCalibrationFrame(LCOCalibrationFrame, NRESObservationFrame): - def __init__(self, hdu_list: list, file_path: str, grouping_criteria: list = None): - LCOCalibrationFrame.__init__(self, hdu_list, file_path, grouping_criteria) - NRESObservationFrame.__init__(self, hdu_list, file_path) + @features.setter + def features(self, value): + self.primary_hdu.features = value + @property + def line_list(self): + return self.primary_hdu.line_list + + @line_list.setter + def line_list(self, value): + self.primary_hdu.line_list = value + + @property + def wavelengths(self): + return self.primary_hdu.wavelengths -class NRESMasterCalibrationFrame(LCOMasterCalibrationFrame, NRESCalibrationFrame): - def __init__(self, images: list, file_path: str, grouping_criteria: list = None): - NRESCalibrationFrame.__init__(self, images, file_path, grouping_criteria) - LCOMasterCalibrationFrame.__init__(self, images, file_path, grouping_criteria) + @wavelengths.setter + def wavelengths(self, value): + self.primary_hdu.wavelengths = value + + @property + def fibers(self): + return self.primary_hdu.fibers + + @fibers.setter + def fibers(self, value): + self.primary_hdu.fibers = value + + @property + def ccf(self): + return self.primary_hdu.ccf + + @ccf.setter + def ccf(self, value): + self.primary_hdu.ccf = value + + @property + def ra(self): + if self.primary_hdu.meta['RA'] == 'N/A': + return np.nan + return Angle(self.primary_hdu.meta['RA'], units.hourangle).deg + + @ra.setter + def ra(self, value): + if isinstance(value, float) and np.isnan(value): + self.primary_hdu.meta['RA'] = 'N/A' + else: + a = Angle(value, units.deg) + self.primary_hdu.meta['RA'] = a.to_string(unit=units.hourangle, sep=':', precision=3, pad=True) + + @property + def dec(self): + if self.primary_hdu.meta['DEC'] == 'N/A': + return np.nan + return Angle(self.primary_hdu.meta['DEC'], units.deg).deg + + @dec.setter + def dec(self, value): + if isinstance(value, float) and np.isnan(value): + self.primary_hdu.meta['DEC'] = 'N/A' + else: + a = Angle(value, units.deg) + self.primary_hdu.meta['DEC'] = a.to_string(unit=units.deg, sep=':', precision=2, pad=True) + + @property + def pm_ra(self): + if self.primary_hdu.meta['PM-RA'] == 'N/A': + return np.nan + # Proper motion is stored in arcseconds/year but we always use it in mas/year + # Note that the RA proper motion has the cos dec term included both in the header and when we use it + return self.primary_hdu.meta['PM-RA'] * 1000.0 + + @pm_ra.setter + def pm_ra(self, value): + if isinstance(value, str): + self.primary_hdu.meta['PM-RA'] = value + elif isinstance(value, float) and np.isnan(value): + self.primary_hdu.meta['PM-RA'] = 'N/A' + else: + # Proper motion is stored in arcseconds/year but we always use it in mas/year + # Note that the RA proper motion has the cos dec term included both in the header and when we use it + self.primary_hdu.meta['PM-RA'] = value / 1000.0 + + @property + def pm_dec(self): + if self.primary_hdu.meta['PM-DEC'] == 'N/A': + return np.nan + # Proper motion is stored in arcseconds/year but we always use it in mas/year + return self.primary_hdu.meta['PM-DEC'] * 1000.0 + + @pm_dec.setter + def pm_dec(self, value): + if isinstance(value, str): + self.primary_hdu.meta['PM-DEC'] = value + elif isinstance(value, float) and np.isnan(value): + self.primary_hdu.meta['PM-DEC'] = 'N/A' + else: + # Proper motion is stored in arcseconds/year but we always use it in mas/year + self.primary_hdu.meta['PM-DEC'] = value / 1000.0 + + @property + def classification(self): + return self._classification + + @classification.setter + def classification(self, value): + self._classification = value + if value is not None: + self.meta['TEFF'] = value.T_effective + self.meta['LOG_G'] = value.log_g + self.meta['FE_H'] = value.metallicity + self.meta['ALPHA'] = value.alpha + else: + self.meta['TEFF'] = '' + self.meta['LOG_G'] = '' + self.meta['FE_H'] = '' + self.meta['ALPHA'] = '' + + +class NRESCalibrationFrame(LCOCalibrationFrame, NRESObservationFrame): + def __init__(self, hdu_list: list, file_path: str, frame_id: int = None, grouping_criteria: list = None, + hdu_order: list = None): + LCOCalibrationFrame.__init__(self, hdu_list, file_path, grouping_criteria=grouping_criteria) + NRESObservationFrame.__init__(self, hdu_list, file_path, frame_id=frame_id, hdu_order=hdu_order) class EchelleSpectralCCDData(CCDData): def __init__(self, data: Union[np.array, Table], meta: fits.Header, mask: np.array = None, name: str = '', uncertainty: np.array = None, - background: np.array = None, traces: np.array = None, - profile: np.array = None, weights: np.array = None, - spectrum: Table = None, blaze: Table = None, memmap=True): + background: np.array = None, traces: np.array = None, wavelengths: np.array = None, + profile: np.array = None, weights: np.array = None, line_list=None, + spectrum: Table = None, blaze: Table = None, memmap=True, features: Table = None, + fibers: np.array = None, ccf: Table = None): super().__init__(data=data, meta=meta, mask=mask, name=name, memmap=memmap, uncertainty=uncertainty) if traces is None: self._traces = None else: self.traces = traces + if wavelengths is None: + self._wavelengths = None + else: + self.wavelengths = wavelengths if background is None: self._background = None else: @@ -112,7 +297,10 @@ def __init__(self, data: Union[np.array, Table], meta: fits.Header, self.spectrum = spectrum self.blaze = blaze - + self.features = features + self.line_list = line_list + self.fibers = fibers + self.ccf = ccf @property def traces(self): @@ -123,12 +311,13 @@ def traces(self, value): self._traces = self._init_array(value) @property - def traces(self): - return self._traces + def wavelengths(self): + return self._wavelengths - @traces.setter - def traces(self, value): - self._traces = self._init_array(value) + @wavelengths.setter + def wavelengths(self, value): + # Initialize wavelengths to zeros. See note in banzai_nres.wavelength.WavelengthCalibrate() for explanation. + self._wavelengths = self._init_array(value) @property def num_traces(self): @@ -164,6 +353,22 @@ def background(self, value): self.data -= value self._background = self._init_array(value) + @property + def fibers(self): + return self._fibers + + @fibers.setter + def fibers(self, value): + self._fibers = value + + @property + def ccf(self): + return self._ccf + + @ccf.setter + def ccf(self, value): + self._ccf = value + def to_fits(self, context): hdu_list = super().to_fits(context) if self.traces is not None: @@ -178,13 +383,26 @@ def to_fits(self, context): if self.weights is not None: hdu_list.append(to_fits_image_extension(self.weights, self.extension_name, 'WEIGHTS', context, extension_version=self.meta.get('EXTVER'))) + if self.wavelengths is not None: + hdu_list.append(to_fits_image_extension(self.wavelengths, self.extension_name, 'WAVELENGTH', context, + extension_version=self.meta.get('EXTVER'))) if self.spectrum is not None: - extname = self.extension_name + '1DSPEC' - hdu_list.append(fits.BinTableHDU(self.spectrum, name=extname, header=fits.Header({'EXTNAME': extname}))) + extname = '1DSPEC' + hdu_list.append(self.spectrum.to_fits(extname)) if self.blaze is not None: - extname = self.extension_name + 'BLAZE' + extname = 'BLAZE' hdu_list.append(fits.BinTableHDU(self.blaze, name=extname, header=fits.Header({'EXTNAME': extname}))) + if self.features is not None: + extname = 'FEATURES' + hdu_list.append(fits.BinTableHDU(self.features, name=extname, header=fits.Header({'EXTNAME': extname}))) + if self.fibers is not None: + extname = 'FIBERS' + hdu_list.append(fits.BinTableHDU(self.fibers, name=extname, header=fits.Header({'EXTNAME': extname}))) + + if self.ccf is not None: + extname = 'CCF' + hdu_list.append(fits.BinTableHDU(self.ccf, name=extname, header=fits.Header({'EXTNAME': extname}))) return hdu_list @@ -207,7 +425,10 @@ def associated_extensions(self): return LCOFrameFactory().associated_extensions + [{'FITS_NAME': 'TRACES', 'NAME': 'traces'}, {'FITS_NAME': 'BACKGROUND', 'NAME': 'background'}, {'FITS_NAME': 'PROFILE', 'NAME': 'profile'}, - {'FITS_NAME': 'BLAZE', 'NAME': 'blaze'}] + {'FITS_NAME': 'BLAZE', 'NAME': 'blaze'}, + {'FITS_NAME': 'WAVELENGTH', 'NAME': 'wavelengths'}, + {'FITS_NAME': 'FIBERS', 'NAME': 'fibers'}, + {'FITS_NAME': 'CCF', 'NAME': 'ccf'}] def open(self, path, runtime_context) -> Optional[ObservationFrame]: image = super().open(path, runtime_context) @@ -216,5 +437,28 @@ def open(self, path, runtime_context) -> Optional[ObservationFrame]: # products to distinguish. if image is None or 'nres' not in image.meta.get('TELESCOP', '').lower(): return None - else: - return image + + # Not all NRES CDPs have all the extensions like bias frames and BPMs so we have to check + if 'TELESCOPE_1' in image: + + # Fix the RA and DEC keywords to be the requested values for all of our measurements + if image['TELESCOPE_1'].meta['OBJECT'].lower() in image.meta['OBJECTS'].lower(): + telescope_num = 1 + else: + telescope_num = 2 + + if 'nan' in str(image[f'TELESCOPE_{telescope_num}'].meta['CAT-RA']).lower() or \ + 'n/a' in str(image[f'TELESCOPE_{telescope_num}'].meta['CAT-RA']).lower(): + ra_dec_keyword = '' + else: + ra_dec_keyword = 'CAT-' + image.ra = Angle(image[f'TELESCOPE_{telescope_num}'].meta[f'{ra_dec_keyword}RA'], units.hourangle).deg + image.dec = image[f'TELESCOPE_{telescope_num}'].meta[f'{ra_dec_keyword}DEC'] + if image[f'TELESCOPE_{telescope_num}'].meta['PM-RA'] == 'N/A': + image.pm_ra = np.nan + image.pm_dec = np.nan + else: + # Convert to mas / yr from arcsec / year + image.pm_ra = image[f'TELESCOPE_{telescope_num}'].meta['PM-RA'] * 1000.0 + image.pm_dec = image[f'TELESCOPE_{telescope_num}'].meta['PM-DEC'] * 1000.0 + return image diff --git a/banzai_nres/main.py b/banzai_nres/main.py index c5f48e54..edf5a368 100644 --- a/banzai_nres/main.py +++ b/banzai_nres/main.py @@ -13,11 +13,13 @@ import celery import celery.bin.beat from banzai.utils import date_utils, import_utils -from banzai import calibrations, dbs, logs - +from banzai import calibrations, logs +from banzai_nres import dbs +import banzai.dbs import logging import argparse +import requests logger = logging.getLogger(__name__) @@ -65,7 +67,8 @@ def nres_make_master_calibrations(): 'Must be in the format "YYYY-MM-DDThh:mm:ss".'}}] runtime_context = parse_args(banzai_nres.settings, extra_console_arguments=extra_console_arguments) - instrument = dbs.query_for_instrument(runtime_context.db_address, runtime_context.site, runtime_context.camera) + instrument = banzai.dbs.query_for_instrument(runtime_context.db_address, runtime_context.site, + runtime_context.camera) calibrations.make_master_calibrations(instrument, runtime_context.frame_type.upper(), runtime_context.min_date, runtime_context.max_date, runtime_context) @@ -84,4 +87,66 @@ def add_bpm(): frame_factory = import_utils.import_attribute(banzai_nres.settings.FRAME_FACTORY)() bpm_image = frame_factory.open({'path': args.filename}, args) bpm_image.is_master = True - dbs.save_calibration_info(args.filename, bpm_image, args.db_address) + banzai.dbs.save_calibration_info(args.filename, bpm_image, args.db_address) + + +def add_bpms_from_archive(): + parser = argparse.ArgumentParser(description="Add bad pixel mask from a given archive api") + parser.add_argument('--db-address', dest='db_address', + default='mysql://cmccully:password@localhost/test', + help='Database address: Should be in SQLAlchemy form') + args = parser.parse_args() + add_settings_to_context(args, banzai_nres.settings) + # Query the archive for all bpm files + url = f'{banzai_nres.settings.ARCHIVE_FRAME_URL}/?OBSTYPE=BPM' + archive_auth_token = banzai_nres.settings.ARCHIVE_AUTH_TOKEN + response = requests.get(url, headers=archive_auth_token) + response.raise_for_status() + results = response.json()['results'] + + # Load each one, saving the calibration info for each + frame_factory = import_utils.import_attribute(banzai_nres.settings.FRAME_FACTORY)() + for frame in results: + frame['frameid'] = frame['id'] + bpm_image = frame_factory.open(frame, args) + if bpm_image is not None: + bpm_image.is_master = True + dbs.save_calibration_info(frame['filename'], bpm_image, args.db_address) + + +def create_db(): + """ + Create the database structure. + + This only needs to be run once on initialization of the database. + """ + parser = argparse.ArgumentParser("Create the database.\n\n" + "This only needs to be run once on initialization of the database.") + + parser.add_argument("--log-level", default='debug', choices=['debug', 'info', 'warning', + 'critical', 'fatal', 'error']) + parser.add_argument('--db-address', dest='db_address', + default='sqlite3:///test.db', + help='Database address: Should be in SQLAlchemy form') + args = parser.parse_args() + logs.set_log_level(args.log_level) + + dbs.create_db(args.db_address) + + +def populate_phoenix_models(): + parser = argparse.ArgumentParser("Populate the database with the Phoenix models.\n\n" + "This only needs to be run once on initialization of the database.") + parser.add_argument('--model-location', dest='model_location', + help='Location of the phoenix models. \ + This should either be s3://bucket-name or an absolute directory path.') + parser.add_argument("--log-level", default='debug', choices=['debug', 'info', 'warning', + 'critical', 'fatal', 'error']) + parser.add_argument('--db-address', dest='db_address', + default='sqlite3:///test.db', + help='Database address: Should be in SQLAlchemy form') + args = parser.parse_args() + logs.set_log_level(args.log_level) + + dbs.create_db(args.db_address) + dbs.populate_phoenix_models(args.model_location, args.db_address) diff --git a/banzai_nres/phoenix.py b/banzai_nres/phoenix.py new file mode 100644 index 00000000..e61197d6 --- /dev/null +++ b/banzai_nres/phoenix.py @@ -0,0 +1,30 @@ +import os +from astropy.io import fits +import boto3 +import io +from banzai_nres.dbs import get_resource_file + + +class PhoenixModelLoader: + def __init__(self, db_address): + phoenix_wavelength_record = get_resource_file(db_address, 'phoenix_wavelengths') + self._wavelengths = self.open_model_fits_file(phoenix_wavelength_record.location, + phoenix_wavelength_record.filename) + + def load(self, model_record): + flux = self.open_model_fits_file(model_record.location, model_record.filename) + return {'wavelength': self._wavelengths, 'flux': flux} + + @staticmethod + def open_model_fits_file(file_location, filename): + if 's3' in file_location: + s3 = boto3.client('s3') + buffer = io.BytesIO() + s3.download_fileobj(file_location.replace('s3://', ''), filename, buffer) + buffer.seek(0) + hdu = fits.open(buffer, memmap=False) + else: + hdu = fits.open(os.path.join(file_location, filename)) + + data = hdu[0].data.copy() + return data diff --git a/banzai_nres/profile.py b/banzai_nres/profile.py index 2dd90eda..bbe53354 100644 --- a/banzai_nres/profile.py +++ b/banzai_nres/profile.py @@ -8,6 +8,7 @@ class ProfileFitter(Stage): def do_stage(self, image): image.profile = np.zeros_like(image.data) blazes = np.zeros((image.num_traces, image.data.shape[1]), dtype=float) + blazes_errors = np.zeros((image.num_traces, image.data.shape[1]), dtype=float) trace_ids = range(1, image.num_traces + 1) for i, trace_id in enumerate(trace_ids): # Extract the pixels from the spectrum extension in that order @@ -16,21 +17,30 @@ def do_stage(self, image): # Evaluate the best fit spline along the center of the trace, normalize, save as BLAZE # do a flux weighted mean in the y direction fluxes = image.data[this_trace] + flux_errors = image.uncertainty[this_trace] blaze = (fluxes * fluxes).sum(axis=0) / fluxes.sum(axis=0) + # Uncertainty propagation is a bear + blaze_errors = np.sqrt(np.sum((np.sqrt(2.0) * fluxes * flux_errors) ** 2.0, axis=0)) + flux_sum_error = np.sqrt((flux_errors * flux_errors).sum(axis=0)) + blaze_errors = blaze * np.sqrt((blaze_errors / (fluxes * fluxes).sum(axis=0)) ** 2.0 + (flux_sum_error / fluxes.sum(axis=0)) ** 2.0) # Normalize so the sum of the blaze is 1 - blaze /= blaze.sum() - + blaze_sum = blaze.sum() + blaze_sum_error = np.sqrt((blaze * blaze).sum()) + blaze /= blaze_sum + blaze_errors = blaze * np.sqrt((blaze_errors / (blaze * blaze_sum)) ** 2 + (blaze_sum_error / blaze_sum) ** 2.0) # Evaluate the best fit spline/BLAZE save in an empty array, normalize (PROFILE extension) image.profile[this_trace] = fluxes / blaze image.profile[this_trace] /= image.profile[this_trace].sum(axis=0) # Divide the original image by best fit spline (Pixel-to-pixel sensitivity) + # TODO: propagate the division of blaze and profile to the uncertainties of the image!!! image.data[this_trace] /= blaze image.data[this_trace] /= image.profile[this_trace] # Normalize the pixel-to-pixel sensitivity by the median image.data[this_trace] /= np.median(this_trace) x_extent = slice(np.min(this_trace[1]), np.max(this_trace[1]) + 1) # get the horizontal (x) extent of the trace. blazes[i, x_extent] = blaze - image.blaze = Table({'id': trace_ids, 'blaze': blazes}) + blazes_errors[i, x_extent] = blaze_errors + image.blaze = Table({'id': trace_ids, 'blaze': blazes, 'blaze_error': blazes_errors}) return image diff --git a/banzai_nres/qc/__init__.py b/banzai_nres/qc/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/banzai_nres/qc/qc_wavelength.py b/banzai_nres/qc/qc_wavelength.py new file mode 100644 index 00000000..35f46315 --- /dev/null +++ b/banzai_nres/qc/qc_wavelength.py @@ -0,0 +1,49 @@ +import numpy as np + +from banzai.stages import Stage +from banzai.utils import qc +from xwavecal.utils.wavelength_utils import find_nearest + +from scipy.stats import binned_statistic + + +class AssessWavelengthSolution(Stage): + """ + Calculate the dispersion in the wavelength solution and assess whether it is photon-limited or not + @author:mjohnson + """ + + def __init__(self, runtime_context): + super(AssessWavelengthSolution, self).__init__(runtime_context) + + def do_stage(self, image): + lab_lines = find_nearest(image.features['wavelength'], np.sort(image.line_list)) + Delta_lambda = self.calculate_delta_lambda(image,lab_lines) + sigma_Dlambda, good_sigma_Dlambda, raw_chi_squared, good_chi_squared = self.calculate_1d_metrics(image, Delta_lambda) + x_diff_Dlambda, order_diff_Dlambda = self.calculate_2d_metrics(image,Delta_lambda) + qc_results = {'sigma_Dlambda': sigma_Dlambda, 'good_sigma_Dlambda': good_sigma_Dlambda, + 'raw_chi_squared': raw_chi_squared, 'good_chi_squared': good_chi_squared, + 'Delta_lambda': Delta_lambda, 'x_diff_Dlambda': x_diff_Dlambda, + 'order_diff_Dlambda': order_diff_Dlambda} + qc.save_qc_results(self.runtime_context, qc_results, image) + return image + + def calculate_delta_lambda(self, image, lab_lines): + measured_wavelengths = image.features['wavelength'] + Delta_lambda = measured_wavelengths - lab_lines + return Delta_lambda + + def calculate_1d_metrics(self, image, Delta_lambda): + sigma_Dlambda = np.std(Delta_lambda) + low_scatter_lines = np.isclose(Delta_lambda,0,atol=0.1) + good_sigma_Dlambda = np.std(Delta_lambda[low_scatter_lines]) + feature_centroid_uncertainty = image.features['centroid_err'] + raw_chi_squared = np.sum((Delta_lambda/feature_centroid_uncertainty)**2)/len(Delta_lambda) + good_chi_squared = np.sum((Delta_lambda[low_scatter_lines]/feature_centroid_uncertainty[low_scatter_lines])**2)/len(Delta_lambda[low_scatter_lines]) + return sigma_Dlambda, good_sigma_Dlambda, raw_chi_squared, good_chi_squared + + def calculate_2d_metrics(self, image, Delta_lambda): + x, order = image.features['pixel'], image.features['order'] + bins = 20 + x_diff_Dlambda, order_diff_Dlambda = binned_statistic(x, Delta_lambda, statistic='mean', bins=bins, range=([np.min(x)-1,np.max(x)+1])), binned_statistic(order, Delta_lambda, statistic='mean', bins=bins, range=([np.min(order)-1,np.max(order)+1])) + return x_diff_Dlambda.statistic, order_diff_Dlambda.statistic diff --git a/banzai_nres/rv.py b/banzai_nres/rv.py new file mode 100644 index 00000000..a9a2b8f2 --- /dev/null +++ b/banzai_nres/rv.py @@ -0,0 +1,177 @@ +from banzai.stages import Stage +from banzai.frames import ObservationFrame +from banzai import dbs +import numpy as np +from astropy.table import Table +from astropy import constants +from astropy.time import Time +from astropy.coordinates import SkyCoord, EarthLocation, solar_system_ephemeris +from astropy import units +from banzai.utils import stats +import logging +from banzai_nres.fitting import fit_polynomial +from banzai_nres import phoenix +from banzai_nres.continuum import mark_absorption_or_emission_features + +logger = logging.getLogger('banzai') + +# Speed of light in km/s +c = constants.c.to('km / s').value + + +# wavelength regions selected by eye by Mirek on 09 16 2020 wherever there are large (H alpha like, i.e. broad wings) +# absorption features in the G2V pheonix template (banzai nres name phoenix-05700-p4.5-p0.0-p0.0.fits). +# This shares many regions with the region masks in banzai_nres.continuum.WAVELENGTHS_TO_MASK +PHOENIX_WAVELENGTHS_TO_MASK = np.array([[9215, 9250], [9000, 9035], [8725, 8760], [8800, 8815], [8855, 8875], [8525, 8560], [8650, 8675], + [8480, 8510], [6530, 6600], [5880, 5910], [5260, 5280], [5320, 5340], [5160, 5190], [4880, 4840], + [4380, 4390], [4310, 4360], [4090, 4115], [4040, 4055], [4060, 4070], [3950, 3980], [3925, 3945]]) + + +def cross_correlate(velocities, wavelength, flux, flux_uncertainty, template_wavelength, template_flux): + """ + :param velocities: in km / s + :param wavelength: + :param flux: + :param flux_uncertainty: + :param template_wavelength: + :param template_flux: + :return: + + This is consistent with what we did in the satellite pipeline and + Zackay & Ofek, 2017, ApJ, 836, 187 + """ + x_cor = [] + # for steps in 1 km/s from -2000 to +2000 km/s + # calculate the variance ahead of time + variance = flux_uncertainty * flux_uncertainty + + for v in velocities: + doppler = 1.0 / (1.0 + v / c) + kernel = np.interp(doppler * wavelength, template_wavelength, template_flux) + correlation = kernel * flux + correlation /= variance + + normalization = kernel * kernel / variance + + # This gives us the signal to noise ratio in terms of N-sigma + snr = correlation.sum() / np.sqrt(normalization.sum()) + x_cor.append(snr) + + return np.array(x_cor) + + +def barycentric_correction(time, exptime, ra, dec, site): + # The following is largely taken from the astropy example page + site_location = EarthLocation.from_geodetic(lat=site.latitude*units.deg, lon=site.longitude*units.deg, + height=site.elevation*units.m) + sky_coordinates = SkyCoord(ra=ra, dec=dec, unit=(units.deg, units.deg)) + # The time given in the NRES header is the exposure start time; correct this to the midpoint + # Eventually, we will want to use the flux-weighted mid-point calculated from emeter data + obs_time = Time(time, location=site_location) + exptime / 2.0 * units.s + barycorr_rv = sky_coordinates.radial_velocity_correction(obstime=obs_time) + bjd_tdb = obs_time.tdb + obs_time.light_travel_time(sky_coordinates) + return barycorr_rv.to('m/s').value, bjd_tdb.to_value('jd') + + +def cross_correlate_over_traces(image, orders_to_use, velocities, template): + ccfs = [] + + for i in orders_to_use: + logger.info(f'Cross correlating for order: {i}', image=image) + order = image.spectrum[image.science_fiber, i] + + # Only pass in the given wavelength range +- 1 Angstrom to boost performance + relevant_region = np.logical_and(template['wavelength'] >= np.min(order['wavelength']) - 1.0, + template['wavelength'] <= np.max(order['wavelength']) + 1.0) + template_to_fit = {'wavelength': template['wavelength'][relevant_region], 'flux': template['flux'][relevant_region]} + # Set the model S/N = 1000 -- from looking by eye at + # scatter in the model and from systematic uncertainties in the model + template_error = 1e-3 * template_to_fit['flux'] + mask = np.zeros_like(template_to_fit['flux']) + mask = mark_absorption_or_emission_features(mask, template_to_fit['flux'], 10) + # Mask the prohibited wavelength regions. + for mask_region in PHOENIX_WAVELENGTHS_TO_MASK: + mask[np.logical_and(template_to_fit['wavelength'] >= min(mask_region), + template_to_fit['wavelength'] <= max(mask_region))] = 1 + continuum_model = fit_polynomial(template_to_fit['flux'], template_error, x=template_to_fit['wavelength'], + order=3, mask=mask) + normalized_template = {'wavelength': template_to_fit['wavelength'], + 'flux': template_to_fit['flux'] / continuum_model(template_to_fit['wavelength'])} + # NOTE PHOENIX WAVELENGTHS ARE IN VACUUM + # NRES WAVELENGTHS ARE TIED TO WHATEVER LINE LIST WAS USED (e.g. nres wavelengths will be in air if ThAr atlas air + # was used, and they will be in vacuum if ThAr_atlas_ESO_vacuum.txt was used.). + # AS OF Aug 27 2020, NRES WAVELENGTHS ARE IN VACUUM BECAUSE ThAr_atlas_ESO_vacuum.txt IS THE LINE LIST USED. + x_cor = cross_correlate(velocities, order['wavelength'], order['normflux'], order['normuncertainty'], + normalized_template['wavelength'], normalized_template['flux']) + ccfs.append({'order': i, 'v': velocities, 'xcor': x_cor}) + return Table(ccfs) + + +class RVCalculator(Stage): + MIN_ORDER_TO_CORRELATE = 75 + MAX_ORDER_TO_CORRELATE = 101 + + def do_stage(self, image) -> ObservationFrame: + if image.classification is None: + logger.warning('No classification to use for an RV template', image=image) + return image + phoenix_loader = phoenix.PhoenixModelLoader(self.runtime_context.db_address) + template = phoenix_loader.load(image.classification) + # Pick orders near the center of the detector that have a high Signal to noise and are free of tellurics. + orders_to_use = np.arange(self.MIN_ORDER_TO_CORRELATE, self.MAX_ORDER_TO_CORRELATE, 1) + + # for steps in 1 km/s from -2000 to +2000 km/s + coarse_velocities = np.arange(-2000, 2001, 1) + + coarse_ccfs = cross_correlate_over_traces(image, orders_to_use, coarse_velocities, template) + + # take the peak + velocity_peaks = np.array([coarse_velocities[np.argmax(ccf['xcor'])] for ccf in coarse_ccfs]) + best_v = stats.sigma_clipped_mean(velocity_peaks, 3.0) + velocities = np.arange(best_v - 2, best_v + 2 + 1e-4, 1e-3) + + ccfs = cross_correlate_over_traces(image, orders_to_use, velocities, template) + + rvs_per_order = np.array([ccf['v'][np.argmax(ccf['xcor'])] for ccf in ccfs]) + # Calculate the peak v (converting to m/s) in the spectrograph frame + rv_measured = stats.sigma_clipped_mean(rvs_per_order, 3.0) * 1000 + + # Compute the barycentric RV and observing time corrections + rv_correction, bjd_tdb = barycentric_correction(image.dateobs, image.exptime, + image.ra, image.dec, + dbs.get_site(image.instrument.site, self.runtime_context.db_address)) + # Correct the RV per Wright & Eastman (2014) and save in the header + rv = rv_measured + rv_correction + rv_measured * rv_correction / c + image.meta['RV'] = rv, 'Radial Velocity in Barycentric Frame [m/s]' + # The following assumes that the uncertainty on the barycentric correction is negligible w.r.t. that + # on the RV measured from the CCF, which should generally be true + image.meta['RVERR'] = stats.robust_standard_deviation(rvs_per_order) * 1000, 'Radial Velocity Uncertainty [m/s]' + image.meta['BARYCORR'] = rv_correction, 'Barycentric Correction Applied to the RV [m/s]' + image.meta['TCORR'] = bjd_tdb, 'Exposure Mid-Time (Barycentric Julian Date)' + image.meta['TCORVERN'] = 'astropy.time.light_travel_time', 'Time correction code version' + # TODO: verify that the following are in fact the time corrections done by astropy; + # this isn't completely obvious from the online documentation + image.meta['TCORCOMP'] = 'ROMER, CLOCK', 'Time corrections done' + image.meta['TCOREPOS'] = 'ERFA', 'Source of Earth position' + image.meta['TCORSYST'] = 'BJD_TDB ', 'Ref. frame_timesystem of TCORR column' + image.meta['PLEPHEM'] = solar_system_ephemeris.get(), 'Source of planetary ephemerides' + + # save the fine + coarse ccfs together + # sort the coarse and fine ccf's + coarse_ccfs.sort('order') + ccfs.sort('order') + # remove entries from the coarse ccf's that fall within the velocity range of the fine ccf's + ccf_range = (np.min(ccfs['v'][0]), np.max(ccfs['v'][0])) + entries_to_keep = np.logical_or(coarse_ccfs['v'][0] < min(ccf_range), coarse_ccfs['v'][0] > max(ccf_range)) + coarse_ccfs['v'] = coarse_ccfs['v'][:, entries_to_keep] + coarse_ccfs['xcor'] = coarse_ccfs['xcor'][:, entries_to_keep] + # + final_ccfs = Table({'order': ccfs['order'], + 'v': np.hstack([coarse_ccfs['v'], ccfs['v']]), + 'xcor': np.hstack([coarse_ccfs['xcor'], ccfs['xcor']])}) + # sorting xcor by the velocity grid so that things are in order + sort_array = np.argsort(final_ccfs['v'][0]) + final_ccfs['xcor'] = final_ccfs['xcor'][:, sort_array] + final_ccfs['v'] = final_ccfs['v'][:, sort_array] + image.ccf = final_ccfs + return image diff --git a/banzai_nres/settings.py b/banzai_nres/settings.py index 79238708..986f05c9 100644 --- a/banzai_nres/settings.py +++ b/banzai_nres/settings.py @@ -3,29 +3,40 @@ FRAME_FACTORY = 'banzai_nres.frames.NRESFrameFactory' -MASTER_CALIBRATION_FRAME_CLASS = 'banzai_nres.frames.NRESMasterCalibrationFrame' +CALIBRATION_FRAME_CLASS = 'banzai_nres.frames.NRESCalibrationFrame' FRAME_SELECTION_CRITERIA = [('type', 'contains', 'NRES')] -ORDERED_STAGES = ['banzai.bpm.BadPixelMaskLoader', +ORDERED_STAGES = [ + 'banzai.bpm.BadPixelMaskLoader', 'banzai.bias.OverscanSubtractor', 'banzai.gain.GainNormalizer', 'banzai.trim.Trimmer', 'banzai.bias.BiasSubtractor', + 'banzai.uncertainty.PoissonInitializer', 'banzai.dark.DarkSubtractor', 'banzai_nres.flats.FlatLoader', 'banzai_nres.background.BackgroundSubtractor', + 'banzai_nres.wavelength.ArcLoader', 'banzai_nres.extract.GetOptimalExtractionWeights', 'banzai_nres.extract.WeightedExtract', + 'banzai_nres.continuum.ContinuumNormalizer', + 'banzai_nres.classify.StellarClassifier', + 'banzai_nres.rv.RVCalculator' ] CALIBRATION_MIN_FRAMES = {'BIAS': 5, 'DARK': 3, - 'LAMPFLAT': 5} + 'LAMPFLAT': 5, + 'DOUBLE': 1, + } CALIBRATION_SET_CRITERIA = {'BIAS': ['binning', 'configuration_mode'], 'DARK': ['binning', 'configuration_mode'], - 'LAMPFLAT': ['binning', 'fiber0_lit', 'fiber1_lit', 'fiber2_lit']} + 'LAMPFLAT': ['binning', 'fiber0_lit', 'fiber1_lit', 'fiber2_lit'], + 'DOUBLE': ['binning', 'fiber0_lit', 'fiber1_lit', 'fiber2_lit'], + 'LINELIST': [], + } CALIBRATION_FILENAME_FUNCTIONS = {'BIAS': ('banzai_nres.utils.file_utils.config_to_filename', 'banzai.utils.file_utils.ccdsum_to_filename'), @@ -33,19 +44,29 @@ 'banzai.utils.file_utils.ccdsum_to_filename'), 'LAMPFLAT': ('banzai_nres.utils.file_utils.config_to_filename', 'banzai.utils.file_utils.ccdsum_to_filename', - 'banzai_nres.fibers.fibers_state_to_filename')} + 'banzai_nres.fibers.fibers_state_to_filename'), + 'DOUBLE': ('banzai_nres.utils.file_utils.config_to_filename', + 'banzai.utils.file_utils.ccdsum_to_filename', + 'banzai_nres.fibers.fibers_state_to_filename') + } TELESCOPE_FILENAME_FUNCTION = 'banzai_nres.utils.runtime_utils.get_telescope_filename' -CALIBRATION_IMAGE_TYPES = ['BPM', 'BIAS', 'DARK', 'LAMPFLAT', 'ARC'] +CALIBRATION_IMAGE_TYPES = ['BPM', 'BIAS', 'DARK', 'LAMPFLAT', 'DOUBLE'] LAST_STAGE = {'BIAS': 'banzai.trim.Trimmer', - 'DARK': 'banzai.bias.BiasSubtractor', - 'LAMPFLAT': 'banzai.dark.DarkSubtractor', 'TARGET': None, 'DOUBLE': None} + 'DARK': 'banzai.uncertainty.PoissonInitializer', + 'LAMPFLAT': 'banzai.dark.DarkSubtractor', + 'DOUBLE': 'banzai.dark.DarkSubtractor', + 'TARGET': None, + } EXTRA_STAGES = {'BIAS': ['banzai.bias.BiasMasterLevelSubtractor', 'banzai.bias.BiasComparer'], 'DARK': ['banzai.dark.DarkNormalizer', 'banzai.dark.DarkComparer'], - 'LAMPFLAT': [], 'TARGET': None, 'DOUBLE': None} + 'LAMPFLAT': [], + 'DOUBLE': [], + 'TARGET': None, + } CALIBRATION_STACKER_STAGES = {'BIAS': ['banzai.bias.BiasMaker'], 'DARK': ['banzai.dark.DarkMaker'], @@ -55,12 +76,24 @@ 'banzai_nres.background.BackgroundSubtractor', 'banzai_nres.traces.TraceRefiner', 'banzai_nres.profile.ProfileFitter' - ]} - -# Stack delays are expressed in seconds--namely, each is five minutes + ], + 'DOUBLE': ['banzai_nres.wavelength.ArcStacker', # stack + 'banzai_nres.flats.FlatLoader', # load traces + 'banzai_nres.wavelength.ArcLoader', # load wavelengths, ref_ids, etc... + 'banzai_nres.wavelength.LineListLoader', # load reference laboratory wavelengths + #'banzai_nres.background.BackgroundSubtractor', + 'banzai_nres.wavelength.IdentifyFeatures', + 'banzai_nres.wavelength.WavelengthCalibrate', + 'banzai_nres.qc.qc_wavelength.AssessWavelengthSolution' + ] + } + +# Stack delays are expressed in seconds. 300 is five minutes. CALIBRATION_STACK_DELAYS = {'BIAS': 300, 'DARK': 300, - 'LAMPFLAT': 300} + 'LAMPFLAT': 300, + 'DOUBLE': 300, + } SCHEDULE_STACKING_CRON_ENTRIES = {'cpt': {'minute': 0, 'hour': 15}, 'tlv': {'minute': 45, 'hour': 8}, @@ -73,12 +106,13 @@ CONFIGDB_URL = os.getenv('CONFIGDB_URL', 'http://configdb.lco.gtn/sites/') -OBSERVATION_REQUEST_TYPES = {'BIAS': 'NRESBIAS', 'DARK': 'NRESDARK'} +OBSERVATION_REQUEST_TYPES = {'BIAS': 'NRESBIAS', 'DARK': 'NRESDARK', 'DOUBLE': 'ARC'} # For some extension names, we want to just have corresponding BPM or ERR extensions EXTENSION_NAMES_TO_CONDENSE = ['SPECTRUM'] -CALIBRATION_LOOKBACK = {'BIAS': 4.5, 'DARK': 4.5, 'LAMPFLAT': 0.5} +# number of days to lookback and stack frames: +CALIBRATION_LOOKBACK = {'BIAS': 2.5, 'DARK': 4.5, 'LAMPFLAT': 0.5, 'DOUBLE': 0.5} PIPELINE_VERSION = banzai_nres.__version__ @@ -95,4 +129,28 @@ ARCHIVE_AUTH_TOKEN = {'Authorization': f'Token {os.getenv("AUTH_TOKEN")}'} FITS_EXCHANGE = os.getenv('FITS_EXCHANGE', 'archived_fits') -LOSSLESS_EXTENSIONS = ['PROFILE'] +RAW_DATA_FRAME_URL = os.getenv('RAW_DATA_FRAME_URL', ARCHIVE_API_ROOT) +RAW_DATA_AUTH_TOKEN = {'Authorization': f'Token {os.getenv("RAW_DATA_AUTH_TOKEN")}'} + +LOSSLESS_EXTENSIONS = ['PROFILE', 'WAVELENGTH'] + +REDUCED_DATA_EXTENSION_ORDERING = {'BIAS': ['SPECTRUM', 'BPM', 'ERR'], + 'DARK': ['SPECTRUM', 'BPM', 'ERR'], + 'LAMPFLAT': ['SPECTRUM', 'BPM', 'ERR'], + 'DOUBLE': ['SPECTRUM', 'BPM', 'ERR'], + 'TARGET': ['SPECTRUM', 'BPM', 'ERR', 'TRACES', 'PROFILE', 'BLAZE', 'WAVELENGTH']} + +MASTER_CALIBRATION_EXTENSION_ORDER = {'BIAS': ['SPECTRUM', 'BPM', 'ERR'], + 'DARK': ['SPECTRUM', 'BPM', 'ERR'], + 'LAMPFLAT': ['SPECTRUM', 'BPM', 'ERR', 'TRACES', 'PROFILE', 'BLAZE'], + 'DOUBLE': ['SPECTRUM', 'BPM', 'ERR', 'TRACES', 'PROFILE', 'BLAZE', 'WAVELENGTH', 'FEATURES']} + +REDUCED_DATA_EXTENSION_TYPES = {'ERR': 'float32', + 'BPM': 'uint8', + 'SPECTRUM': 'float32', + 'TRACES': 'int32', # try uint8 + 'PROFILE': 'float32', + 'WAVELENGTH': 'float64', + } + +PHOENIX_MODEL_LOCATION = os.getenv('PHOENIX_FILE_LOCATION', 's3://banzai-nres-phoenix-models-lco-global') diff --git a/banzai_nres/tests/data/configdb_example.json b/banzai_nres/tests/data/configdb_example.json index 01eae892..4d7b2ce2 100644 --- a/banzai_nres/tests/data/configdb_example.json +++ b/banzai_nres/tests/data/configdb_example.json @@ -1,35769 +1,18731 @@ { - "count": 14, - "next": null, - "previous": null, - "results": [ - { - "id": 1, - "name": "Back Parking Lot", - "code": "bpl", - "active": true, - "timezone": -8, - "restart": "19:00:00", - "tz": "US/Pacific", - "lat": 34.43314722, - "long": -119.8630833, - "elevation": 7, - "enclosure_set": [ + "count": 14, + "next": null, + "previous": null, + "results": [ { - "id": 1, - "name": "Dome A", - "code": "doma", - "active": true, - "site": "http://configdb.lco.gtn/sites/1/?format=json", - "telescope_set": [ - { - "id": 1, - "serial_number": "", - "name": "1 Meter", - "code": "1m0a", - "active": true, - "lat": 34.43314722, - "slew_rate": 0.0, - "minimum_slew_overhead": 0.0, - "instrument_change_overhead": 0.0, - "long": -119.8630833, - "enclosure": "http://configdb.lco.gtn/enclosures/1/?format=json", - "horizon": 15.0, - "ha_limit_pos": 4.6, - "ha_limit_neg": -4.6, - "instrument_set": [ + "id": 1, + "name": "Back Parking Lot", + "code": "bpl", + "active": true, + "timezone": -8, + "restart": "19:00:00", + "tz": "US/Pacific", + "lat": 34.43314722, + "long": -119.8630833, + "elevation": 7, + "enclosure_set": [ { - "id": 1, - "code": "ef12", - "state": "ENABLED", - "telescope": "http://configdb.lco.gtn/telescopes/1/?format=json", - "science_camera": { - "id": 10, - "code": "ef12", - "camera_type": { - "id": 1, - "size": "5.7x5.7", - "pscale": 0.335, - "default_mode": { - "id": 1, - "binning": 1, - "overhead": 115, - "readout": 0.0 - }, - "name": "Autoguider", - "code": "Autoguider", - "mode_set": [ - { - "id": 1, - "binning": 1, - "overhead": 115, - "readout": 0.0 - }, - { - "id": 2, - "binning": 2, - "overhead": 115, - "readout": 0.0 - }, - { - "id": 3, - "binning": 3, - "overhead": 115, - "readout": 0.0 - }, - { - "id": 4, - "binning": 4, - "overhead": 114, - "readout": 0.0 - } - ], - "fixed_overhead_per_exposure": 1.0, - "front_padding": 90.0, - "filter_change_time": 0.0, - "config_change_time": 0.0, - "acquire_exposure_time": 0.0, - "acquire_processing_time": 0.0, - "mode_types": [ - { - "type": "readout", - "modes": [ - { - "name": "Autoguider 1x1", - "overhead": 0.0, - "code": "autoguider_1", - "params": { - "binning": 1 - } - }, - { - "name": "Autoguider 2x2", - "overhead": 0.0, - "code": "autoguider_2", - "params": { - "binning": 2 - } - }, - { - "name": "Autoguider 3x3", - "overhead": 0.0, - "code": "autoguider_3", - "params": { - "binning": 3 - } - }, - { - "name": "Autoguider 4x4", - "overhead": 0.0, - "code": "autoguider_4", - "params": { - "binning": 4 - } - } - ], - "default": "autoguider_1" - } - ], - "default_acceptability_threshold": 90.0, - "pixels_x": 0, - "pixels_y": 0, - "max_rois": 0, - "allow_self_guiding": true, - "configuration_types": [] - }, - "filter_wheel": { - "id": 10, - "filters": [ - { - "id": 52, - "name": "Opaque", - "code": "opaque", - "filter_type": "Exotic" - }, - { - "id": 50, - "name": "150um Pinhole", - "code": "150um-Pinhole", - "filter_type": "Engineering" - }, - { - "id": 15, - "name": "Clear", - "code": "air", - "filter_type": "Standard" - }, - { - "id": 16, - "name": "SDSS-r′", - "code": "rp", - "filter_type": "Standard" - }, - { - "id": 17, - "name": "SDSS-i′", - "code": "ip", - "filter_type": "Standard" - }, - { - "id": 18, - "name": "SDSS-g′", - "code": "gp", - "filter_type": "Standard" - }, - { - "id": 19, - "name": "PanSTARRS-Z", - "code": "zs", - "filter_type": "Standard" - }, - { - "id": 20, - "name": "Bessell-V", - "code": "V", - "filter_type": "Standard" - }, - { - "id": 21, - "name": "Bessell-B", - "code": "B", - "filter_type": "Standard" - } - ], - "__str__": "opaque,150um-Pinhole,air,rp,ip,gp,zs,V,B" - }, - "filters": "opaque,150um-Pinhole,air,rp,ip,gp,zs,V,B", - "optical_elements": { - "filters": "opaque,150um-Pinhole,air,rp,ip,gp,zs,V,B" - }, - "optical_element_groups": [ - { - "name": "8", - "type": "filters", - "optical_elements": [ - { - "name": "Opaque", - "code": "opaque", - "schedulable": false - }, - { - "name": "150um Pinhole", - "code": "150um-Pinhole", - "schedulable": false - }, - { - "name": "Clear", - "code": "air", - "schedulable": true - }, - { - "name": "SDSS-r′", - "code": "rp", - "schedulable": true - }, - { - "name": "SDSS-i′", - "code": "ip", - "schedulable": true - }, - { - "name": "SDSS-g′", - "code": "gp", - "schedulable": true - }, - { - "name": "PanSTARRS-Z", - "code": "zs", - "schedulable": true - }, - { - "name": "Bessell-V", - "code": "V", - "schedulable": true - }, - { - "name": "Bessell-B", - "code": "B", - "schedulable": true - } - ], - "element_change_overhead": 0.0, - "default": "" - } - ], - "host": "N/A" - }, - "autoguider_camera": { - "id": 10, - "code": "ef12", - "camera_type": { - "id": 1, - "size": "5.7x5.7", - "pscale": 0.335, - "default_mode": { - "id": 1, - "binning": 1, - "overhead": 115, - "readout": 0.0 - }, - "name": "Autoguider", - "code": "Autoguider", - "mode_set": [ - { - "id": 1, - "binning": 1, - "overhead": 115, - "readout": 0.0 - }, - { - "id": 2, - "binning": 2, - "overhead": 115, - "readout": 0.0 - }, - { - "id": 3, - "binning": 3, - "overhead": 115, - "readout": 0.0 - }, - { - "id": 4, - "binning": 4, - "overhead": 114, - "readout": 0.0 - } - ], - "fixed_overhead_per_exposure": 1.0, - "front_padding": 90.0, - "filter_change_time": 0.0, - "config_change_time": 0.0, - "acquire_exposure_time": 0.0, - "acquire_processing_time": 0.0, - "mode_types": [ - { - "type": "readout", - "modes": [ - { - "name": "Autoguider 1x1", - "overhead": 0.0, - "code": "autoguider_1", - "params": { - "binning": 1 - } - }, - { - "name": "Autoguider 2x2", - "overhead": 0.0, - "code": "autoguider_2", - "params": { - "binning": 2 - } - }, - { - "name": "Autoguider 3x3", - "overhead": 0.0, - "code": "autoguider_3", - "params": { - "binning": 3 - } - }, - { - "name": "Autoguider 4x4", - "overhead": 0.0, - "code": "autoguider_4", - "params": { - "binning": 4 - } - } - ], - "default": "autoguider_1" - } - ], - "default_acceptability_threshold": 90.0, - "pixels_x": 0, - "pixels_y": 0, - "max_rois": 0, - "allow_self_guiding": true, - "configuration_types": [] - }, - "filter_wheel": { - "id": 10, - "filters": [ - { - "id": 52, - "name": "Opaque", - "code": "opaque", - "filter_type": "Exotic" - }, - { - "id": 50, - "name": "150um Pinhole", - "code": "150um-Pinhole", - "filter_type": "Engineering" - }, - { - "id": 15, - "name": "Clear", - "code": "air", - "filter_type": "Standard" - }, - { - "id": 16, - "name": "SDSS-r′", - "code": "rp", - "filter_type": "Standard" - }, - { - "id": 17, - "name": "SDSS-i′", - "code": "ip", - "filter_type": "Standard" - }, - { - "id": 18, - "name": "SDSS-g′", - "code": "gp", - "filter_type": "Standard" - }, - { - "id": 19, - "name": "PanSTARRS-Z", - "code": "zs", - "filter_type": "Standard" - }, - { - "id": 20, - "name": "Bessell-V", - "code": "V", - "filter_type": "Standard" - }, - { - "id": 21, - "name": "Bessell-B", - "code": "B", - "filter_type": "Standard" - } - ], - "__str__": "opaque,150um-Pinhole,air,rp,ip,gp,zs,V,B" - }, - "filters": "opaque,150um-Pinhole,air,rp,ip,gp,zs,V,B", - "optical_elements": { - "filters": "opaque,150um-Pinhole,air,rp,ip,gp,zs,V,B" - }, - "optical_element_groups": [ - { - "name": "8", - "type": "filters", - "optical_elements": [ - { - "name": "Opaque", - "code": "opaque", - "schedulable": false - }, - { - "name": "150um Pinhole", - "code": "150um-Pinhole", - "schedulable": false - }, - { - "name": "Clear", - "code": "air", - "schedulable": true - }, - { - "name": "SDSS-r′", - "code": "rp", - "schedulable": true - }, - { - "name": "SDSS-i′", - "code": "ip", - "schedulable": true - }, - { - "name": "SDSS-g′", - "code": "gp", - "schedulable": true - }, - { - "name": "PanSTARRS-Z", - "code": "zs", - "schedulable": true - }, - { - "name": "Bessell-V", - "code": "V", - "schedulable": true - }, - { - "name": "Bessell-B", - "code": "B", - "schedulable": true - } - ], - "element_change_overhead": 0.0, - "default": "" - } - ], - "host": "N/A" - }, - "__str__": "bpl.doma.1m0a.ef12-ef12" - }, - { - "id": 2, - "code": "kb20", - "state": "ENABLED", - "telescope": "http://configdb.lco.gtn/telescopes/1/?format=json", - "science_camera": { - "id": 30, - "code": "kb20", - "camera_type": { - "id": 7, - "size": "237.6x158.4", - "pscale": 4.641, - "default_mode": { - "id": 14, - "binning": 1, - "overhead": 32000, - "readout": 0.0 - }, - "name": "ContextCam", - "code": "ContextCam", - "mode_set": [ - { - "id": 14, - "binning": 1, - "overhead": 32000, - "readout": 0.0 - }, - { - "id": 15, - "binning": 2, - "overhead": 32000, - "readout": 0.0 - } - ], - "fixed_overhead_per_exposure": 1.0, - "front_padding": 90.0, - "filter_change_time": 0.0, - "config_change_time": 0.0, - "acquire_exposure_time": 0.0, - "acquire_processing_time": 0.0, - "mode_types": [ - { - "type": "readout", - "modes": [ - { - "name": "ContextCam 1x1", - "overhead": 0.0, - "code": "contextcam_1", - "params": { - "binning": 1 - } - }, - { - "name": "ContextCam 2x2", - "overhead": 0.0, - "code": "contextcam_2", - "params": { - "binning": 2 - } - } - ], - "default": "contextcam_1" - } - ], - "default_acceptability_threshold": 90.0, - "pixels_x": 0, - "pixels_y": 0, - "max_rois": 0, - "allow_self_guiding": true, - "configuration_types": [] - }, - "filter_wheel": { - "id": 3, - "filters": [ - { - "id": 16, - "name": "SDSS-r′", - "code": "rp", - "filter_type": "Standard" - }, - { - "id": 17, - "name": "SDSS-i′", - "code": "ip", - "filter_type": "Standard" - }, - { - "id": 20, - "name": "Bessell-V", - "code": "V", - "filter_type": "Standard" - }, - { - "id": 21, - "name": "Bessell-B", - "code": "B", - 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"s3://banzai-nres-phoenix-models-lco-global", + "radius": 16858000000.0, + "metallicity": -4.0, + "T_effective": 15000.0, + "filename": "phoenix-15000-p6.5-m4.0-p0.0.fits" + } +] diff --git a/banzai_nres/tests/test_continuum.py b/banzai_nres/tests/test_continuum.py new file mode 100644 index 00000000..b9bff3f3 --- /dev/null +++ b/banzai_nres/tests/test_continuum.py @@ -0,0 +1,46 @@ +from banzai_nres.continuum import ContinuumNormalizer +import mock +import numpy as np +from banzai_nres.frames import NRESObservationFrame, EchelleSpectralCCDData, Spectrum1D +from types import SimpleNamespace +from scipy.interpolate import UnivariateSpline +from astropy.table import Table + + +@mock.patch('banzai_nres.continuum.fit_polynomial') +def test_do_stage(mock_fit_polynomial): + expected = 2 + # make a single order spectrum + flux = np.arange(1, 101)*2 + x = np.arange(1, 101) + spectrum = Table({'wavelength': [x, 2*x], 'flux': [flux, 2 * flux], 'blaze': [flux, 2 * flux], + 'blaze_error': [flux, 2 * flux], 'uncertainty': [flux, 2*flux], 'fiber': [0, 0], 'order': [1, 2]}) + image = NRESObservationFrame([EchelleSpectralCCDData(np.zeros((1, 1)), meta={'OBJECTS': 'tung&tung&none'}, + spectrum=Spectrum1D(spectrum))], + 'test.fits') + # make it so that the continuum fitter just returns 0.5, so that the divided spectrum will have value 2 everywhere. + mock_fit_polynomial.return_value = UnivariateSpline(x=[0, 1], y=[1/expected, 1/expected], ext=3, k=1) + + # Run the normalizer code + stage = ContinuumNormalizer(SimpleNamespace(db_address='foo')) + image = stage.do_stage(image) + for order in [1, 2]: + assert np.allclose(image.spectrum[0, order]['normflux'], expected) + assert np.allclose(image.spectrum[0, order]['normuncertainty'], expected) + + +def test_do_stage_does_not_fit_non_science_fiber(): + # make a single order spectrum + flux = np.arange(1, 101)*2 + x = np.arange(1, 101) + spectrum = Table({'wavelength': [x], 'flux': [flux], 'blaze': [flux], + 'blaze_error': [flux], 'uncertainty': [flux], 'fiber': [1], 'order': [1]}) + image = NRESObservationFrame([EchelleSpectralCCDData(np.zeros((1, 1)), meta={'OBJECTS': 'tung&tung&none'}, + spectrum=Spectrum1D(spectrum))], + 'test.fits') + + # Run the normalizer code + stage = ContinuumNormalizer(SimpleNamespace(db_address='foo')) + image = stage.do_stage(image) + assert 'normflux' not in image.spectrum._table.colnames + assert 'normuncertainty' not in image.spectrum._table.colnames diff --git a/banzai_nres/tests/test_e2e.py b/banzai_nres/tests/test_e2e.py index 3dfbad24..b3e81765 100644 --- a/banzai_nres/tests/test_e2e.py +++ b/banzai_nres/tests/test_e2e.py @@ -3,21 +3,27 @@ from banzai_nres import settings import os import mock +import numpy as np from banzai.utils import file_utils import time from glob import glob -from astropy.utils.data import get_pkg_data_filename +import pkg_resources from banzai.celery import app, schedule_calibration_stacking -import argparse +from banzai.dbs import get_session from banzai import dbs from types import ModuleType from datetime import datetime from dateutil.parser import parse from astropy.io import fits +from astropy.table import Table +from banzai.utils import fits_utils +import banzai_nres.dbs +import json +import banzai_nres.dbs import logging -logger = logging.getLogger(__name__) +logger = logging.getLogger('banzai') TEST_PACKAGE = 'banzai_nres.tests' @@ -31,26 +37,36 @@ for dayobs_path in glob(os.path.join(DATA_ROOT, instrument, '201*'))] TEST_PACKAGE = 'banzai_nres.tests' -CONFIGDB_FILENAME = get_pkg_data_filename('data/configdb_example.json', TEST_PACKAGE) +CONFIGDB_FILENAME = pkg_resources.resource_filename('banzai_nres.tests', 'data/configdb_example.json') +PHOENIX_FILENAME = pkg_resources.resource_filename('banzai_nres.tests', 'data/phoenix.json') def observation_portal_side_effect(*args, **kwargs): site = kwargs['params']['site'] start = datetime.strftime(parse(kwargs['params']['start_after']).replace(tzinfo=None).date(), '%Y%m%d') filename = 'test_obs_portal_response_{site}_{start}.json'.format(site=site, start=start) - filename = get_pkg_data_filename('data/{filename}'.format(filename=filename), TEST_PACKAGE) + filename = pkg_resources.resource_filename('banzai_nres.tests', f'data/{filename}') return FakeResponse(filename) +def get_instrument_ids(db_address, names): + with get_session(db_address) as db_session: + instruments = [] + for name in names: + criteria = dbs.Instrument.name == name + instruments.extend(db_session.query(dbs.Instrument).filter(criteria).all()) + return [instrument.id for instrument in instruments] + + def celery_join(): celery_inspector = app.control.inspect() log_counter = 0 while True: - queues = [celery_inspector.active(), celery_inspector.scheduled(), celery_inspector.reserved()] time.sleep(1) log_counter += 1 if log_counter % 5 == 0: logger.info('Processing: ' + '. ' * (log_counter // 5)) + queues = [celery_inspector.active(), celery_inspector.scheduled(), celery_inspector.reserved()] if any([queue is None or 'celery@banzai-celery-worker' not in queue for queue in queues]): logger.warning('No valid celery queues were detected, retrying...', extra_tags={'queues': queues}) # Reset the celery connection @@ -60,19 +76,6 @@ def celery_join(): break -def run_end_to_end_tests(): - parser = argparse.ArgumentParser() - parser.add_argument('--marker', dest='marker', help='PyTest marker to run') - parser.add_argument('--junit-file', dest='junit_file', help='Path to junit xml file with results') - parser.add_argument('--code-path', dest='code_path', help='Path to directory with setup.py') - args = parser.parse_args() - os.chdir(args.code_path) - command = 'python setup.py test -a "--durations=0 --junitxml={junit_file} -m {marker}"' - - # Bitshift by 8 because Python encodes exit status in the leftmost 8 bits - return os.system(command.format(junit_file=args.junit_file, marker=args.marker)) >> 8 - - def run_reduce_individual_frames(raw_filenames): logger.info('Reducing individual frames for filenames: {filenames}'.format(filenames=raw_filenames)) for day_obs in DAYS_OBS: @@ -119,13 +122,13 @@ def get_expected_number_of_calibrations(raw_filenames, calibration_type): number_of_stacks_that_should_have_been_created = 0 for day_obs in DAYS_OBS: raw_filenames_for_this_dayobs = glob(os.path.join(DATA_ROOT, day_obs, 'raw', raw_filenames)) - if calibration_type.lower() == 'lampflat': - # Group by fibers lit + if calibration_type.lower() == 'lampflat' or calibration_type.lower() == 'double': + # Group by fibers lit if we are stacking lampflats or doubles (arc frames) observed_fibers = [] for raw_filename in raw_filenames_for_this_dayobs: - lampflat_hdu = fits.open(raw_filename) - observed_fibers.append(lampflat_hdu[1].header.get('OBJECTS')) - lampflat_hdu.close() + cal_hdu = fits.open(raw_filename) + observed_fibers.append(cal_hdu[1].header.get('OBJECTS')) + cal_hdu.close() observed_fibers = set(observed_fibers) number_of_stacks_that_should_have_been_created += len(observed_fibers) else: @@ -152,6 +155,33 @@ def run_check_if_stacked_calibrations_were_created(raw_filenames, calibration_ty assert len(created_stacked_calibrations) == number_of_stacks_that_should_have_been_created +def run_check_if_stacked_calibrations_have_extensions(calibration_type, extensions_to_check): + created_stacked_calibrations = [] + for day_obs in DAYS_OBS: + created_stacked_calibrations += glob(os.path.join(DATA_ROOT, day_obs, 'processed', + '*' + calibration_type.lower() + '*.fits*')) + for cal in created_stacked_calibrations: + hdulist = fits.open(cal) + extnames = [hdulist[i].header.get('extname', None) for i in range(len(hdulist))] + for ext in extensions_to_check: + logger.info(f'checking if {ext} is in the saved extensions of {cal}') + assert ext in extnames + + +def check_extracted_spectra(raw_filename, spec_extname, columns): + created_images = [] + for day_obs in DAYS_OBS: + created_images += glob(os.path.join(DATA_ROOT, day_obs, 'processed', raw_filename)) + for filename in created_images: + with fits.open(filename) as f: + hdu = fits_utils.unpack(f) + spectrum = Table(hdu[spec_extname].data) + for colname in columns: + assert colname in spectrum.colnames + assert not np.allclose(spectrum[colname], 0) + assert 'RV' in hdu[0].header + + def run_check_if_stacked_calibrations_are_in_db(raw_filenames, calibration_type): number_of_stacks_that_should_have_been_created = get_expected_number_of_calibrations(raw_filenames, calibration_type) with dbs.get_session(os.environ['DB_ADDRESS']) as db_session: @@ -161,20 +191,34 @@ def run_check_if_stacked_calibrations_are_in_db(raw_filenames, calibration_type) assert len(calibrations_in_db) == number_of_stacks_that_should_have_been_created +def mock_phoenix_models_in_db(db_address): + with open(PHOENIX_FILENAME) as f: + phoenix_data = json.load(f) + with dbs.get_session(db_address) as db_session: + db_session.bulk_insert_mappings(banzai_nres.dbs.PhoenixModel, phoenix_data) + dbs.add_or_update_record(db_session, banzai_nres.dbs.ResourceFile, {'key': 'phoenix_wavelengths'}, + {'filename': 'phoenix_wavelength.fits', + 'location': 's3://banzai-nres-phoenix-models-lco-global', + 'key': 'phoenix_wavelengths'}) + @pytest.mark.e2e @pytest.fixture(scope='module') @mock.patch('banzai.dbs.requests.get', return_value=FakeResponse(CONFIGDB_FILENAME)) def init(configdb): - os.system(f'banzai_create_db --db-address={os.environ["DB_ADDRESS"]}') + os.system(f'banzai_nres_create_db --db-address={os.environ["DB_ADDRESS"]}') dbs.populate_instrument_tables(db_address=os.environ["DB_ADDRESS"], configdb_address='http://fakeconfigdb') - os.system(f'banzai_add_instrument --site lsc --camera fl09 --name nres01 --camera-type 1m0-NRES-SciCam --db-address={os.environ["DB_ADDRESS"]}') - os.system(f'banzai_add_instrument --site elp --camera fl17 --name nres02 --camera-type 1m0-NRES-SciCam --db-address={os.environ["DB_ADDRESS"]}') + os.system(f'banzai_add_site --site elp --latitude 30.67986944 --longitude -104.015175 --elevation 2027 --timezone -6 --db-address={os.environ["DB_ADDRESS"]}') + os.system(f'banzai_add_site --site lsc --latitude -30.1673833333 --longitude -70.8047888889 --elevation 2198 --timezone -4 --db-address={os.environ["DB_ADDRESS"]}') + os.system(f'banzai_add_instrument --site lsc --camera fl09 --name nres01 --instrument-type 1m0-NRES-SciCam --db-address={os.environ["DB_ADDRESS"]}') + os.system(f'banzai_add_instrument --site elp --camera fl17 --name nres02 --instrument-type 1m0-NRES-SciCam --db-address={os.environ["DB_ADDRESS"]}') + + mock_phoenix_models_in_db(os.environ["DB_ADDRESS"]) for instrument in INSTRUMENTS: for bpm_filename in glob(os.path.join(DATA_ROOT, instrument, 'bpm/*bpm*')): + logger.info(f'adding bpm {bpm_filename} to the database') os.system(f'banzai_nres_add_bpm --filename {bpm_filename} --db-address={os.environ["DB_ADDRESS"]}') - @pytest.mark.e2e @pytest.mark.master_bias class TestMasterBiasCreation: @@ -220,15 +264,51 @@ def stack_flat_frames(self, mock_lake): def test_if_stacked_flat_frame_was_created(self): check_if_individual_frames_exist('*w00*') run_check_if_stacked_calibrations_were_created('*w00.fits*', 'lampflat') + run_check_if_stacked_calibrations_have_extensions('lampflat', ['TRACES', 'PROFILE', 'BLAZE']) run_check_if_stacked_calibrations_are_in_db('*w00.fits*', 'LAMPFLAT') +@pytest.mark.e2e +@pytest.mark.master_arc +class TestMasterArcCreation: + @pytest.fixture(autouse=True) + @mock.patch('banzai.utils.observation_utils.requests.get', side_effect=observation_portal_side_effect) + def stack_arc_frames(self, mock_lake): + run_reduce_individual_frames('*a00.fits*') + mark_frames_as_good('*a91.fits*') + stack_calibrations('double') + + def test_if_stacked_arc_frame_was_created(self): + check_if_individual_frames_exist('*a00*') + run_check_if_stacked_calibrations_were_created('*a00.fits*', 'double') + run_check_if_stacked_calibrations_have_extensions('double', ['WAVELENGTH', 'FEATURES']) + run_check_if_stacked_calibrations_are_in_db('*a00.fits*', 'DOUBLE') + + +mock_simbad_response = [{'RA': '07 39 18.1195', + 'DEC': '+05 13 29.955', + 'PMRA': -714.59, + 'PMDEC': -1036.8, + 'Fe_H_Teff': 6654, + 'Fe_H_log_g': 3.950000047683716}, + {'RA': '07 39 17.8800', + 'DEC': '+05 13 26.800', + 'PMRA': -709.0, + 'PMDEC': -1024.0, + 'Fe_H_Teff': 7870, + 'Fe_H_log_g': 8.079999923706055}] + + @pytest.mark.e2e @pytest.mark.science_frames class TestScienceFrameProcessing: @pytest.fixture(autouse=True) + # Note this requires the GAIA and SIMBAD services to be up. It's a little scary to depend on outside data source + # for our tests. To mock this, we would have to write a control command and use broadcast() to get it to the workers + # See https://stackoverflow.com/questions/30450468/mocking-out-a-call-within-a-celery-task def process_frames(self): run_reduce_individual_frames('*e00.fits*') def test_if_science_frames_were_created(self): check_if_individual_frames_exist('*e00.fits*') + check_extracted_spectra('*e91.fits*', '1DSPEC', ['wavelength', 'flux', 'uncertainty']) diff --git a/banzai_nres/tests/test_extract.py b/banzai_nres/tests/test_extract.py index 74e99e07..038cf4d7 100644 --- a/banzai_nres/tests/test_extract.py +++ b/banzai_nres/tests/test_extract.py @@ -17,13 +17,19 @@ def test_get_region(): class TestExtract: def test_rejects_on_no_weights(self): con = context.Context({}) - assert GetOptimalExtractionWeights(con).do_stage(two_order_image()) is None + assert WeightedExtract(con).do_stage(two_order_image()) is None + + def test_rejects_on_no_wavelengths(self): + con = context.Context({}) + image = type('image', (), {'weights': 'notnone', 'wavelengths': None}) + assert WeightedExtract(con).do_stage(image) is None @pytest.mark.integration def test_unit_weights_extraction(self): image = two_order_image() image.weights = np.ones_like(image.data) expected_extracted_flux = np.max(image.data) * 3 + expected_extracted_wavelength = np.max(image.wavelengths) expected_extracted_uncertainty = np.sqrt(3) * np.max(image.data) input_context = context.Context({}) @@ -31,24 +37,26 @@ def test_unit_weights_extraction(self): output_image = stage.do_stage(image) spectrum = output_image.spectrum - assert np.allclose(spectrum['flux'][0], expected_extracted_flux) - assert np.allclose(spectrum['uncertainty'][0], expected_extracted_uncertainty) - assert np.allclose(spectrum['id'][0], 1) - - assert np.allclose(spectrum['flux'][1][1:-1], expected_extracted_flux) - assert np.allclose(spectrum['flux'][1][[0, -1]], 0) - assert np.allclose(spectrum['uncertainty'][1:-1], expected_extracted_uncertainty) - assert np.allclose(spectrum['uncertainty'][1][[0, -1]], 0) - assert np.allclose(spectrum['id'][1], 2) + assert np.allclose(spectrum[0, 0]['flux'], expected_extracted_flux) + assert np.allclose(spectrum[0, 0]['wavelength'], expected_extracted_wavelength) + assert np.allclose(spectrum[0, 0]['uncertainty'], expected_extracted_uncertainty) + assert np.allclose(spectrum[0, 0]['id'], 1) + assert np.allclose(spectrum[1, 1]['flux'][1:-1], expected_extracted_flux) + assert np.allclose(spectrum[1, 1]['wavelength'][1:-1], expected_extracted_wavelength) + assert len(spectrum[1, 1]['flux']) == image.traces.shape[1] - 2 + assert np.allclose(spectrum[1, 1]['uncertainty'][1:-1], expected_extracted_uncertainty) + assert len(spectrum[1, 1]['uncertainty']) == image.traces.shape[1] - 2 + assert np.allclose(spectrum[1, 1]['id'], 2) @pytest.mark.integration - def test_weights_in_poisson_regime(self): + def test_extract_in_poisson_regime(self): trace_width, number_traces = 20, 10 - image = five_hundred_square_image(50000, number_traces, trace_width) - image2 = NRESObservationFrame([EchelleSpectralCCDData(data=image.data, uncertainty=image.uncertainty, - meta={'OBJECTS': 'tung&tung&none'})], 'foo.fits') - image2.traces = image.traces + seed = 1408235915 + image = five_hundred_square_image(50000, number_traces, trace_width, seed=seed) + expected_extracted_wavelength = np.max(image.wavelengths) + + image2 = five_hundred_square_image(50000, number_traces, trace_width, seed=seed) image2.profile = np.ones_like(image.data) input_context = context.Context({}) @@ -58,16 +66,17 @@ def test_weights_in_poisson_regime(self): stage2 = WeightedExtract(input_context) optimal_image = stage2.do_stage(image) box_image = stage2.do_stage(image2) - assert np.allclose(optimal_image.spectrum['flux'], box_image.spectrum['flux'], rtol=0.05) - assert np.allclose(optimal_image.spectrum['uncertainty'], box_image.spectrum['uncertainty'], rtol=0.05) + for i in range(1, number_traces + 1): + assert np.allclose(optimal_image.spectrum[i, i]['flux'], box_image.spectrum[i, i]['flux'], rtol=0.05) + assert np.allclose(optimal_image.spectrum[i, i]['wavelength'], expected_extracted_wavelength) + assert np.allclose(optimal_image.spectrum[i, i]['uncertainty'], box_image.spectrum[i, i]['uncertainty'], rtol=0.05) @pytest.mark.integration - def test_weights_in_readnoise_regime(self): + def test_extract_in_readnoise_regime(self): trace_width, number_traces = 20, 10 - image = five_hundred_square_image(100, number_traces, trace_width, read_noise=100) - image2 = NRESObservationFrame([EchelleSpectralCCDData(data=image.data, uncertainty=image.uncertainty, - meta={'OBJECTS': 'tung&tung&none'})], 'foo.fits') - image2.traces = image.traces + seed = 192074123 + image = five_hundred_square_image(100, number_traces, trace_width, read_noise=100, seed=seed) + image2 = five_hundred_square_image(100, number_traces, trace_width, read_noise=100, seed=seed) image2.profile = np.ones_like(image.data) input_context = context.Context({}) @@ -77,9 +86,10 @@ def test_weights_in_readnoise_regime(self): stage2 = WeightedExtract(input_context) optimal_image = stage2.do_stage(image) box_image = stage2.do_stage(image2) - optimal_median_sn = np.median(optimal_image.spectrum['flux'] / optimal_image.spectrum['uncertainty']) - box_median_sn = np.median(box_image.spectrum['flux'] / box_image.spectrum['uncertainty']) - assert optimal_median_sn > 1.45 * box_median_sn + for i in range(1, number_traces + 1): + optimal_median_sn = np.median(optimal_image.spectrum[i, i]['flux'] / optimal_image.spectrum[i,i]['uncertainty']) + box_median_sn = np.median(box_image.spectrum[i, i]['flux'] / box_image.spectrum[i, i]['uncertainty']) + assert optimal_median_sn > 1.45 * box_median_sn class TestGetWeights: @@ -114,11 +124,11 @@ def test_optimal_weights_on_box_profile(self): stage = GetOptimalExtractionWeights(input_context) weights = stage.weights(profile,variance,mask) - #check that the weights in the order are 1/width of the order: + # check that the weights in the order are 1/width of the order: assert np.allclose(weights[np.isclose(profile,1)],1./3.) - #check that the weights of the area with zero profile are zero: + # check that the weights of the area with zero profile are zero: assert np.allclose(weights[np.isclose(profile,0)],0) - + def two_order_image(): # generate 2 flat traces. @@ -130,28 +140,38 @@ def two_order_image(): data = np.ones_like(traces, dtype=float) data[~np.isclose(traces, 0)] = 100. uncertainty = 1. * data + wavelengths = np.ones_like(traces) * 5 # dummy wavelengths image that has values distinct from flux and traces. image = NRESObservationFrame([EchelleSpectralCCDData(data=data, uncertainty=uncertainty, + wavelengths=wavelengths, traces=traces, + fibers={'fiber': np.arange(2), 'order': np.arange(2)}, + blaze={'id': np.arange(2), 'blaze': [np.arange(20), np.arange(20)], + 'blaze_error': [np.arange(20), np.arange(20)]}, meta={'OBJECTS': 'tung&tung&none'})], 'foo.fits') - image.traces = traces return image -def five_hundred_square_image(maxflux,number_traces,trace_width, read_noise=10): - traces = np.zeros((500,500)) + +def five_hundred_square_image(maxflux, number_traces, trace_width, read_noise=10, seed=None): + traces = np.zeros((500, 500)) data = np.ones_like(traces, dtype=float) profile = np.zeros_like(traces, dtype=float) - ix = np.arange(0,trace_width) - for i in range (0,number_traces): - traces[50*i:50*i+trace_width,:]=i - for j in range (0,trace_width): - data[50*i+j,:]+=maxflux*np.exp((-1.)*(ix[j]-trace_width/2.)**2/(trace_width/6.)**2) - for j in range (0,trace_width): - profile[50*i+j,:]=data[50*i+j,:]/np.sum(data[50*i:50*i+trace_width,0]) - + ix = np.arange(trace_width) + for i in range(1, number_traces + 1): + traces[40 * i:40 * i + trace_width, :] = i + for j in range(0, trace_width): + data[40 * i + j, :] += maxflux * np.exp((-1.) * (ix[j]-trace_width/2.) ** 2/(trace_width/6.)**2) + for j in range(0, trace_width): + profile[40 * i + j, :] = data[40 * i + j, :] / np.sum(data[40 * i: 40 * i + trace_width, 0]) + np.random.seed(seed=seed) data += np.random.poisson(data) data += np.random.normal(0.0, read_noise, size=data.shape) uncertainty = np.sqrt(data + read_noise ** 2) - - image = NRESObservationFrame([EchelleSpectralCCDData(data=data, uncertainty=uncertainty, - meta={'OBJECTS': 'tung&tung&none'})], 'foo.fits') - image.traces, image.profile = traces, profile + wavelengths = np.ones_like(traces) * 5 # dummy wavelengths image that has values distinct from flux and traces. + image = NRESObservationFrame([EchelleSpectralCCDData(data=data, uncertainty=uncertainty, traces=traces, + profile=profile, wavelengths=wavelengths, + meta={'OBJECTS': 'tung&tung&none'}, + blaze={'id': np.arange(number_traces) + 1, + 'blaze': [np.ones(traces.shape[1]) for i in range(number_traces)], + 'blaze_error': [np.ones(traces.shape[1]) for i in range(number_traces)]}, + fibers={'fiber': np.arange(number_traces) + 1, + 'order': np.arange(number_traces) + 1})], 'foo.fits') return image diff --git a/banzai_nres/tests/test_fitting.py b/banzai_nres/tests/test_fitting.py new file mode 100644 index 00000000..d7d0f60d --- /dev/null +++ b/banzai_nres/tests/test_fitting.py @@ -0,0 +1,32 @@ +import numpy as np +from banzai_nres.fitting import fit_polynomial + + +class TestFitPolynomial: + x = np.arange(100) + poly_coeffs = [2E-3, 2E-2, 2E-1, 2] + continuum = np.polyval(poly_coeffs, x) + sigma = np.median(continuum)/30 + continuum_error = sigma * np.ones_like(continuum, dtype=float) + # set the seed for the noise generation + np.random.seed(18232201) + noise = np.random.normal(0, sigma, size=len(continuum)) + outliers = np.zeros_like(continuum) + num_outliers = 5 + outliers[np.random.randint(0, high=len(outliers), size=num_outliers)] = np.median(continuum)*100 + + def test_perfect(self): + best_fit = fit_polynomial(self.continuum, self.continuum_error, x=self.x) + assert np.allclose(best_fit(self.x), self.continuum) + + def test_perfect_with_outliers(self): + best_fit = fit_polynomial(self.continuum + self.outliers, self.continuum_error, x=self.x) + assert np.allclose(best_fit(self.x), self.continuum, atol=0.05) + + def test_with_noise(self): + best_fit = fit_polynomial(self.continuum + self.noise, self.continuum_error, x=self.x) + assert np.allclose(best_fit(self.x), self.continuum, atol=self.sigma/2) + + def test_with_noise_and_outliers(self): + best_fit = fit_polynomial(self.continuum + self.noise + self.outliers, self.continuum_error, x=self.x) + assert np.allclose(best_fit(self.x), self.continuum, atol=self.sigma/2) diff --git a/banzai_nres/tests/test_gc_distance.py b/banzai_nres/tests/test_gc_distance.py new file mode 100644 index 00000000..624430d9 --- /dev/null +++ b/banzai_nres/tests/test_gc_distance.py @@ -0,0 +1,18 @@ +from banzai_nres.dbs import cos_great_circle_distance +from astropy.coordinates import SkyCoord +from astropy import units +import numpy as np + + +def test_gc_distance(): + ra1, dec1 = 150.0, 25.0 + ra2, dec2 = 100.0, 10.0 + coord1 = SkyCoord(ra1, dec1, unit=(units.deg, units.deg)) + coord2 = SkyCoord(ra2, dec2, unit=(units.deg, units.deg)) + expected = np.cos(np.deg2rad(coord1.separation(coord2).deg)) + + actual = cos_great_circle_distance(np.sin(np.deg2rad(ra1)), np.cos(np.deg2rad(ra1)), + np.sin(np.deg2rad(dec1)), np.cos(np.deg2rad(dec1)), + np.sin(np.deg2rad(ra2)), np.cos(np.deg2rad(ra2)), + np.sin(np.deg2rad(dec2)), np.cos(np.deg2rad(dec2))) + np.testing.assert_allclose(actual, expected) diff --git a/banzai_nres/tests/test_image.py b/banzai_nres/tests/test_image.py index edac56ae..88d3e186 100644 --- a/banzai_nres/tests/test_image.py +++ b/banzai_nres/tests/test_image.py @@ -1,9 +1,8 @@ -from banzai_nres.frames import NRESObservationFrame, EchelleSpectralCCDData +from banzai_nres.frames import NRESObservationFrame, EchelleSpectralCCDData, Spectrum1D from banzai.data import HeaderOnly from banzai import context import numpy as np -from astropy.table import Table def test_get_num_lit_fibers(): @@ -15,7 +14,7 @@ def test_get_num_lit_fibers(): def test_to_fits(): data = np.ones((2, 2)) - spec = Table({'flux': np.arange(10)}) + spec = Spectrum1D({'fiber': [0], 'order': [1], 'flux': [np.arange(10)], 'wavelength': [np.arange(10)]}) image = EchelleSpectralCCDData(data=data, uncertainty=2 * data, traces=3 * data, weights=4 * data, background=5 * data, spectrum=spec, @@ -29,4 +28,4 @@ def test_to_fits(): if name != '1DSPEC': assert np.allclose(hdulist[i].data, getattr(image, attribute[name])) else: - np.allclose(hdulist[i].data['flux'], image.spectrum['flux']) + assert np.allclose(hdulist[i].data[0]['flux'][1:], image.spectrum[0, 1]['flux']) diff --git a/banzai_nres/tests/test_rv.py b/banzai_nres/tests/test_rv.py new file mode 100644 index 00000000..9af0f831 --- /dev/null +++ b/banzai_nres/tests/test_rv.py @@ -0,0 +1,106 @@ +from banzai_nres.rv import cross_correlate, c, RVCalculator, barycentric_correction +import numpy as np +import mock +from astropy.io import fits +from banzai_nres.frames import NRESObservationFrame +from banzai_nres.frames import EchelleSpectralCCDData, Spectrum1D +from types import SimpleNamespace + + +def gaussian(x, mu, sigma): + return (2.0 * np.pi) ** -0.5 / sigma * np.exp(-0.5 * (x - mu) ** 2 / sigma ** 2) + + +def test_cross_correlate(): + test_wavelengths = np.arange(5000.0, 6000.0, 0.01) + flux = np.ones(test_wavelengths.shape) * 1000 + + read_noise = 10.0 + # add in fake lines + for i in range(30): + central_wavelength = np.random.uniform() * 1000.0 + 5000.0 + width = 0.1 # angstroms + sigma = width / 2 / np.sqrt(2.0 * np.log(2.0)) + flux += gaussian(test_wavelengths, central_wavelength, sigma) * 10000.0 * np.random.uniform() + + true_v = 1.0 + noisy_flux = np.random.poisson(flux).astype(float) + noisy_flux += np.random.normal(0.0, read_noise, size=len(flux)) + + uncertainty = np.sqrt(flux + read_noise**2.0) + + # in km/s + velocity_steps = np.arange(-5.0, 5.0, 0.1) + ccf = cross_correlate(velocity_steps, test_wavelengths * (1.0 + true_v / c), noisy_flux, + uncertainty, test_wavelengths, flux) + assert np.argmax(ccf) == np.argmin(np.abs(velocity_steps - true_v)) + + +@mock.patch('banzai.dbs.get_site') +@mock.patch('banzai_nres.rv.phoenix.PhoenixModelLoader') +def test_rv(mock_loader, mock_db): + # parameters that define the test data + num_orders = 5 + lam_per_order = 70 + res = 0.1 + # Make fake data + test_wavelengths = np.arange(4500.0, 4500 + num_orders * lam_per_order + 100, res) + flux = np.ones(test_wavelengths.shape) * 1000 + + read_noise = 10.0 + # add in fake lines + for i in range(1000): + central_wavelength = np.random.uniform() * 2000.0 + 4500.0 + width = 0.1 # angstroms + sigma = width / 2 / np.sqrt(2.0 * np.log(2.0)) + flux += gaussian(test_wavelengths, central_wavelength, sigma) * 10000.0 * np.random.uniform() + + noisy_flux = np.random.poisson(flux).astype(float) + noisy_flux += np.random.normal(0.0, read_noise, size=len(flux)) + uncertainty = np.sqrt(flux + read_noise**2.0) + + class MockLoader: + def load(self, *args): + return {'wavelength': test_wavelengths, 'flux': flux} + mock_loader.return_value = MockLoader() + true_v = 1.205 # km / s + + # Make the fake image + # Set the site to the north pole, and the ra and dec to the ecliptic pole. The time we chose is just + # to minimize the rv correction + header = fits.Header({'DATE-OBS': '2020-09-12T00:00:00.000000', 'RA': '18:00:00', 'DEC': '+66:33:32.8178', + 'OBJECTS': 'foo&none&none', 'EXPTIME': 1200.0}) + site_info = {'longitude': 0.0, 'latitude': 90.0, 'elevation': 0.0} + + # Each NRES order is ~70 Angstroms wide + spectrum = [] + dx = int(lam_per_order/res) + for i in range(5): + order = slice(i * dx, (i + 1) * dx, 1) + row = {'wavelength': test_wavelengths[order] * (1.0 + true_v / c), + 'normflux': noisy_flux[order], 'normuncertainty': uncertainty[order], 'fiber': 0, 'order': i} + spectrum.append(row) + image = NRESObservationFrame([EchelleSpectralCCDData(np.zeros((1, 1)), meta=header, spectrum=Spectrum1D(spectrum))], + 'test.fits') + image.instrument = SimpleNamespace() + image.instrument.site = 'npt' + # Classification just can't be None so that the stage does not abort. + image.classification = SimpleNamespace(**{'T_effective': 5000.0, 'log_g': 0.0, 'metallicity': 0.0, 'alpha': 0.0}) + mock_db.return_value = SimpleNamespace(**site_info) + + # Run the RV code + stage = RVCalculator(SimpleNamespace(db_address='foo')) + stage.MIN_ORDER_TO_CORRELATE, stage.MAX_ORDER_TO_CORRELATE = 0, num_orders - 1 + image = stage.do_stage(image) + # Assert that the true_v + rv_correction is what is in the header within 5 m/s + assert np.abs(true_v * 1000.0 + image.meta['BARYCORR'] - image.meta['RV']) < 5.0 + + +def test_bc_correction(): + # Celestial coordinates of the North Ecliptic Pole (degrees, degrees) + ra, dec = 270.0, 66.55911605 + # From the north pole + site_info = {'longitude': 0.0, 'latitude': 90.0, 'elevation': 0.0} + time, exptime = '2020-09-12T00:00:00.000000', 0.0 + bc_rv, bjd_tdb = barycentric_correction(time, exptime, ra, dec, SimpleNamespace(**site_info)) + assert np.abs(bc_rv) < 10.0 # Check RV correction is within 10 m/s of 0 diff --git a/banzai_nres/tests/test_wavelength.py b/banzai_nres/tests/test_wavelength.py new file mode 100644 index 00000000..b752973a --- /dev/null +++ b/banzai_nres/tests/test_wavelength.py @@ -0,0 +1,244 @@ +import numpy as np +from banzai_nres.utils.wavelength_utils import identify_features, group_features_by_trace, \ + get_principle_order_number, get_center_wavelengths +from banzai_nres.wavelength import IdentifyFeatures, WavelengthCalibrate, get_ref_ids_and_fibers +from banzai_nres.wavelength import ArcLoader, LineListLoader, ArcStacker +from scipy.ndimage import gaussian_filter +from banzai_nres.frames import EchelleSpectralCCDData, NRESObservationFrame +from banzai_nres.qc.qc_wavelength import AssessWavelengthSolution +from banzai import context +from astropy.table import Table +import sep +import pytest +import mock + + +class TestIdentifyFeatures: + sigma = 1.0 + data = np.zeros((100, 100)) + err = np.ones_like(data) + xcoords = [10, 30, 50, 70] # 4 features + ycoords = np.array(xcoords) + 5 # 4 features + data[ycoords, xcoords] = 1 + data = gaussian_filter(data, sigma=sigma) + data /= np.max(data) # make features have peak fluxes of 1 + + def test_finds_features(self): + features = identify_features(self.data, self.err, nsigma=0.5, fwhm=self.sigma) + assert np.allclose(features['peak'], 1, atol=0.001) + assert np.allclose(features['pixel'], self.xcoords, atol=0.001) + assert np.allclose(features['ycentroid'], self.ycoords, atol=0.001) + assert len(features) == 4 + + def test_ignores_features(self): + features = identify_features(self.data, self.err, nsigma=1.5, fwhm=self.sigma) + assert len(features) == 0 + + def test_extract(self): + # small test to make sure sep.sum_circle is behaving. + fluxes, _, _ = sep.sum_circle(self.data, self.xcoords, self.ycoords, 10 * self.sigma, gain=1.0, err=self.err) + # assert the summed flux is the expected flux for a 2d (unnormalized) gaussian. + assert np.allclose(fluxes, 2 * np.pi * self.sigma**2, rtol=1E-4) + + @pytest.mark.integration + def test_do_stage(self): + blaze_factor = 0.5 + input_context = context.Context({}) + image = NRESObservationFrame([EchelleSpectralCCDData(data=self.data, uncertainty=self.err, + meta={'OBJECTS': 'tung&tung&none'}, + traces=np.ones_like(self.data, dtype=int), + blaze={'blaze': blaze_factor * np.ones((1, self.data.shape[1]), dtype=int)})], 'foo.fits') + stage = IdentifyFeatures(input_context) + stage.fwhm, stage.nsigma = self.sigma, 0.5 + image = stage.do_stage(image) + image.features.sort('pixel') + assert np.allclose(image.features['corrected_flux'], image.features['flux'] / blaze_factor, rtol=1E-4) + assert np.allclose(image.features['pixel'], self.xcoords, atol=0.001) + assert np.allclose(image.features['ycentroid'], self.ycoords, atol=0.001) + assert np.allclose(image.features['id'], 1) + + @pytest.mark.integration + def test_do_stage_no_blaze(self): + input_context = context.Context({}) + image = NRESObservationFrame([EchelleSpectralCCDData(data=self.data, uncertainty=self.err, + meta={'OBJECTS': 'tung&tung&none'}, + traces=np.ones_like(self.data, dtype=int))], 'foo.fits') + stage = IdentifyFeatures(input_context) + stage.fwhm, stage.nsigma = self.sigma, 0.5 + image = stage.do_stage(image) + image.features.sort('pixel') + assert np.allclose(image.features['pixel'], self.xcoords, atol=0.001) + assert np.allclose(image.features['ycentroid'], self.ycoords, atol=0.001) + assert np.allclose(image.features['id'], 1) + + @pytest.mark.integration + def test_do_stage_on_empty_features(self): + input_context = context.Context({}) + image = NRESObservationFrame([EchelleSpectralCCDData(data=self.data, uncertainty=self.err, + meta={'OBJECTS': 'tung&tung&none'}, + traces=np.ones_like(self.data, dtype=int), + blaze={'blaze': np.ones_like(self.data, dtype=int)})], 'foo.fits') + stage = IdentifyFeatures(input_context) + stage.fwhm, stage.nsigma = self.sigma, 1.5 + image = stage.do_stage(image) + assert len(image.features) == 0 + + +class TestWavelengthCalibrate: + def generate_image(self): + traces = np.array([[0, 0, 0], [1, 1, 1], [1, 1, 1], [0, 0, 0], [0, 0, 0], [2, 2, 2], [3, 3, 3]]) + line_list = np.array([10, 11, 12]) + pixel_positions = np.array([1, 2, 1, 2]) + features = Table({'pixel': pixel_positions, 'id': np.array([1, 1, 2, 3]), 'order': np.array([1, 1, 2, 3]), + 'wavelength': pixel_positions, 'centroid_err': np.ones_like(pixel_positions)}) + image = NRESObservationFrame([EchelleSpectralCCDData(data=np.zeros((2, 2)), uncertainty=np.zeros((2, 2)), + meta={'OBJECTS': 'tung&tung&none'}, features=features, + traces=traces, line_list=line_list)], 'foo.fits') + return image + + @mock.patch('banzai_nres.wavelength.WavelengthCalibrate.refine_wavelengths') + def test_do_stage_with_existing_wavelengths(self, mock_refine_wavelengths): + # test that feature wavelengths are populated from the old solutions. + image = self.generate_image() + image.wavelengths = np.random.random(size=image.traces.shape) + image.features['xcentroid'], image.features['ycentroid'] = np.array([0, 1, 2, 0]), np.array([2, 0, 1, 0]) + expected_wavelengths = image.wavelengths[image.features['ycentroid'], image.features['xcentroid']] + image = WavelengthCalibrate(context.Context({})).do_stage(image) + assert np.allclose(image.features['wavelength'], expected_wavelengths) + + @mock.patch('banzai_nres.wavelength.WavelengthCalibrate.refine_wavelengths') + @mock.patch('banzai_nres.wavelength.find_feature_wavelengths', return_value=np.arange(4)) + def test_do_stage(self, mock_find_wavelengths, mock_refine_wavelengths): + image = self.generate_image() + image.features['id'] = np.ones_like(image.features['pixel']) # so that only one fiber is populated. + image = WavelengthCalibrate(context.Context({})).do_stage(image) + assert np.allclose(image.features['wavelength'], np.arange(4)) + + def test_refine_wavelengths(self): + # TODO + assert True + + def test_fit_wavelength_model(self): + # TODO + assert True + + def test_init_feature_labels(self): + features = {'id': np.array([1, 2, 3, 3, 4, 5, 6])} + features = WavelengthCalibrate.init_feature_labels(6, features) + assert np.allclose(features['fiber'], [0, 1, 0, 0, 1, 0, 1]) + assert np.allclose(features['order'], [0, 0, 1, 1, 1, 2, 2]) + + +@mock.patch('banzai_nres.wavelength.WavelengthSolution.solve', side_effect=lambda x, y, z: (x, y, z)) +def test_recalibrate(mock_solve): + features = {'wavelength': [10, 11, 50], 'pixel': [1, 2, 3], 'order': [0, 0, 1]} + line_list = np.array([10.05, 11.05, 60, 11.5]) + wavelength_solution = WavelengthCalibrate(context.Context({})).fit_wavelength_model(features, line_list, 30) + # the mock patch populated wavelength_solution.model_coefficients with the arguments fed to WavelengthSolution.solve + # could use mock_solve.assert_called_with here, but it is not as straightforward because measured_lines changes. + measured_lines, wavelengths_to_fit, weights = wavelength_solution.model_coefficients + assert np.allclose(wavelengths_to_fit, line_list[:3]) + assert np.allclose(weights, [1, 1, 0]) + + +def test_group_features_by_trace(): + traces = np.array([[0, 0, 1, 1], [2, 2, 0, 0]]) + features = {'xcentroid': [0, 2, 0, 2], 'ycentroid': [0, 0, 1, 1]} + features = group_features_by_trace(features, traces) + assert np.allclose(features['id'], [0, 1, 2, 0]) + + +@mock.patch('banzai_nres.utils.wavelength_utils.get_center_wavelengths') +def test_get_principle_order_number(mock_wavelengths): + m0_values, ref_ids = np.arange(10, 100), np.arange(20) + true_m0 = 30 + mock_wavelengths.return_value = np.random.normal(5000, 10, len(ref_ids))/(true_m0 + ref_ids) + assert true_m0 == get_principle_order_number(m0_values, {'order': ref_ids}) + + +@mock.patch('banzai_nres.utils.wavelength_utils.get_center_wavelengths') +def test_get_principle_order_number_warns_on_degenerate_m0(mock_wavelengths): + m0_values, ref_ids = 30*np.ones(40), np.arange(20) + true_m0 = 30 + mock_wavelengths.return_value = np.random.normal(5000, 50, len(ref_ids))/(true_m0 + ref_ids) + get_principle_order_number(m0_values, {'order': ref_ids}) + # right now this just tests whether the warning if statement does not cause a crash. + assert True + + +def test_get_center_wavelengths(): + features = {'pixel': np.array([2, 4, 1, 5, 3]), 'order': np.array([1, 1, 2, 2, 3]), + 'wavelength': np.array([20, 40, 10, 50, 30])} + center_wavelengths = get_center_wavelengths(features) + assert np.allclose(center_wavelengths, [30, 30, 30]) + + +def test_get_ref_ids_and_fibers(): + ref_id, fibers, trace_ids = get_ref_ids_and_fibers(3) + assert np.allclose(ref_id, [0, 0, 1]) + assert np.allclose(fibers, [0, 1, 0]) + ref_id, fibers, trace_ids = get_ref_ids_and_fibers(6) + assert np.allclose(ref_id, [0, 0, 1, 1, 2, 2]) + assert np.allclose(fibers, [0, 1, 0, 1, 0, 1]) + + +def test_stage_caltypes(): + assert ArcStacker(context.Context({})).calibration_type == 'DOUBLE' + assert LineListLoader(context.Context({})).calibration_type == 'LINELIST' + + +class TestLineListLoader: + stage = LineListLoader(context.Context({})) + @mock.patch('banzai_nres.wavelength.LineListLoader.on_missing_master_calibration', return_value=None) + def test_do_stage_aborts(self, fake_miss): + stage = LineListLoader(context.Context({})) + stage.LINE_LIST_FILENAME = 'some/bad/path' + assert stage.do_stage('image') is None + + @mock.patch('numpy.genfromtxt', return_value=np.array([[1, 1]])) + def test_do_stage(self, fake_load): + image = type('image', (), {}) + image = self.stage.do_stage(image) + assert np.allclose(image.line_list, [1]) + + def test_apply_master_calibration(self): + test_image = type('image', (), {}) + assert np.allclose(self.stage.apply_master_calibration(test_image, [1, 2]).line_list, [1, 2]) + + +class TestArcLoader: + stage = ArcLoader(context.Context({})) + + def test_double_on_missing_master_calibration(self): + test_image = type('image', (), {'obstype': 'DOUBLE'}) + assert self.stage.on_missing_master_calibration(test_image).obstype == 'DOUBLE' + + @mock.patch('banzai_nres.wavelength.CalibrationUser.on_missing_master_calibration') + def test_on_missing_master_calibration(self, mock_parent_miss): + test_image = type('image', (), {'obstype': 'ELSE'}) + assert self.stage.on_missing_master_calibration(test_image) is None + + def test_apply_master_calibration(self): + master_cal = type('image', (), {'wavelengths': [1, 2], 'filename': 'foo.fits', 'fibers': [0, 1]}) + test_image = type('image', (), {'wavelengths': None, 'meta': {}}) + assert np.allclose(self.stage.apply_master_calibration(test_image, master_cal).wavelengths, [1, 2]) + assert self.stage.calibration_type == 'DOUBLE' + assert test_image.meta['L1IDARC'][0] == 'foo.fits' + + +class TestQCChecks: + test_image = TestWavelengthCalibrate().generate_image() + input_context = context.Context({}) + + def test_qc_do_stage(self): + image = AssessWavelengthSolution(self.input_context).do_stage(self.test_image) + assert image is not None + + def test_qc_checks(self): + Delta_lambda = AssessWavelengthSolution(self.input_context).calculate_delta_lambda(self.test_image,self.test_image.features['wavelength']) + sigma_Dlambda, good_sigma_Dlambda, raw_chi_squared, good_chi_squared = AssessWavelengthSolution(self.input_context).calculate_1d_metrics(self.test_image,Delta_lambda) + assert sigma_Dlambda >= good_sigma_Dlambda + assert raw_chi_squared >= good_chi_squared + x_diff_Dlambda, order_diff_Dlambda = AssessWavelengthSolution(self.input_context).calculate_2d_metrics(self.test_image,Delta_lambda) + assert np.any(np.isfinite(x_diff_Dlambda)) + assert np.any(np.isfinite(order_diff_Dlambda)) diff --git a/banzai_nres/traces.py b/banzai_nres/traces.py index df88a71e..81ff8f1a 100644 --- a/banzai_nres/traces.py +++ b/banzai_nres/traces.py @@ -9,7 +9,7 @@ import logging from scipy import ndimage import numpy as np -from banzai_nres.fitting import fit_smooth_spline +from banzai_nres.fitting import fit_polynomial logger = logging.getLogger('banzai') @@ -43,8 +43,10 @@ def refine_traces(traces, image, weights=None): y_center, y_center_errors = find_y_center(y2d, traces == i, weights=weights) # Refit the centroids to reject cosmic rays etc, but only evaluate where the S/N is good x_center = np.arange(min(x2d[traces == i]), max(x2d[traces == i]) + 1, dtype=np.float) - logger.info(f'Fitting smooth spline to order {i}', image=image) - best_fit = fit_smooth_spline(y_center[x_center.astype(int)], y_center_errors[x_center.astype(int)], x=x_center) + logger.info(f'Fitting a polynomial to order {i}', image=image) + # we chose order 5 based on visually inspecting the residuals between the trace centers and the model fit centers + # TODO we need to verify that an order 5 polynomial fit is the best thing to do. + best_fit = fit_polynomial(y_center[x_center.astype(int)], y_center_errors[x_center.astype(int)], x=x_center, order=5) # TODO: extrapolate fit and go out to pixels that have a cumulative S/N = 10 y_center = best_fit(x_center) @@ -94,6 +96,10 @@ def blind_solve(self, image): return refine_traces(labeled_image, image, weights=labeled_image > 0) +# TODO do flux weighted mean residuals across 10, 11, 20,21 30,31,.. 40, ..., 130 +# use get_trace_region to check the residuals and that order 5 is correct. + + class TraceRefiner(Stage): def do_stage(self, image): image.traces = refine_traces(image.traces, image, weights=image.data) diff --git a/banzai_nres/utils/fits_utils.py b/banzai_nres/utils/fits_utils.py new file mode 100644 index 00000000..c1c9ece3 --- /dev/null +++ b/banzai_nres/utils/fits_utils.py @@ -0,0 +1,26 @@ +from astropy.io import fits + + +def phoenix_fits_bytes_to_header(header_lines): + header_lines = header_lines.decode("utf-8") + header = fits.Header({}) + for i in range(0, len(header_lines), 80): + header_line = header_lines[i:i+80] + keyword = header_line[:8].strip() + comment_start = header_line.find("/") + value = header_line[9:comment_start].strip() + try: + value = int(value) + except: + try: + value = float(value) + except: + pass + if value == b'T': + value = True + elif value == b'F': + value = False + comment = header_line[comment_start + 1:].strip() + + header[keyword] = value, comment + return header diff --git a/banzai_nres/utils/phoenix_utils.py b/banzai_nres/utils/phoenix_utils.py new file mode 100644 index 00000000..093d15c6 --- /dev/null +++ b/banzai_nres/utils/phoenix_utils.py @@ -0,0 +1,38 @@ +from banzai_nres.utils.fits_utils import phoenix_fits_bytes_to_header + + +def plus_minus_to_pm(value, fmt): + output_str = f'{value:{fmt}}' + return output_str.replace('+', 'p').replace('-', 'm') + + +def pm_to_plus_minus(value): + return value.replace('p', '+').replace('m', '-') + + +def filename_to_parameters(filename): + _, T_effective, log_g, metallicity, alpha = filename.replace('.fits', '').split('-') + T_effective = int(pm_to_plus_minus(T_effective)) + log_g = float(pm_to_plus_minus(log_g)) + metallicity = float(pm_to_plus_minus(metallicity)) + alpha = float(pm_to_plus_minus(alpha)) + return T_effective, log_g, metallicity, alpha + + +def parameters_to_filename(T_effective, log_g, metallicity, alpha): + filename = f'phoenix-{plus_minus_to_pm(int(T_effective), "05d")}-{plus_minus_to_pm(log_g, "+0.1f")}' + filename += f'-{plus_minus_to_pm(metallicity, "+0.1f")}-{plus_minus_to_pm(alpha, "+0.1f")}.fits' + return filename + + +def parse_phoenix_header(header_lines): + # Note all values are in cgs units + header = phoenix_fits_bytes_to_header(header_lines) + T_effective = header['PHXTEFF'] + log_g = header['PHXLOGG'] + metallicity = header['PHXM_H'] + alpha = header['PHXALPHA'] + radius = header['PHXREFF'] + luminosity = header['PHXLUM'] + mass = header['PHXMASS'] + return T_effective, log_g, metallicity, alpha, radius, luminosity, mass diff --git a/banzai_nres/utils/wavelength_utils.py b/banzai_nres/utils/wavelength_utils.py new file mode 100644 index 00000000..8cdf5d60 --- /dev/null +++ b/banzai_nres/utils/wavelength_utils.py @@ -0,0 +1,87 @@ +import numpy as np +from photutils import DAOStarFinder +from astropy.table import Table + +import logging + +logger = logging.getLogger('banzai') + + +def identify_features(data, err, mask=None, nsigma=2., fwhm=6.0, **kwargs): + """ + :param data: 2d ndarray. The data to identify features (e.g. ThAr emission lines) on. + :param err: 2d ndarray. The standard 1-sigma error for data. + :param mask: 2b ndarray, the same shape as data. Masked values take a value of 1. + :param nsigma: minimum multiple above the read noise (calculated via np.min(err)) for a feature to be cataloged. + :param fwhm: The full-width half-maximum (FWHM) of the major axis of the Gaussian kernel in units of pixels. + Features with fwhm below this will not be counted. + :param kwargs: extra key word arguments to pass to photutils.DAOStarFinder, e.g. theta . + :return: features. Table. + catalog of features (e.g. emission lines). features['xcentroid'][j] gives the horizontal pixel position + of the jth feature. features['ycentroid'][j] gives the y pixel (vertical) position of the jth feature. + """ + daofind = DAOStarFinder(fwhm=fwhm, threshold=nsigma, exclude_border=True, **kwargs) + features = daofind(data / err, mask=mask) + if features is None: + features = Table({'xcentroid': [], 'ycentroid': [], 'flux': []}) + features['pixel'] = features['xcentroid'] # because xwavecal uses 'pixel' as the coordinate key. + return features + + +def index_of_refraction_Edlen(vacuum_wavelength): + """ + The original 1966 Edlen Equation (Bengt Edlén 1966 Metrologia 2 71, https://doi.org/10.1088/0026-1394/2/2/002) + :param vacuum_wavelength: wavelength in vacuum + :return: index of refraction at that wavelength. + """ + sig2 = (1E4/vacuum_wavelength)**2 + return 1 + 1E-8 * (8342.13 + 2406030 / (130 - sig2) + 15997 / (38.9 - sig2)) + + +def group_features_by_trace(features, traces): + """ + :return: features. + where features['id'][j] gives the id number of the trace that the feature falls in. + """ + features['id'] = traces[np.array(features['ycentroid'], dtype=int), np.array(features['xcentroid'], dtype=int)] + return features + + +def get_center_wavelengths(features): + ref_ids = np.sort(np.array(list(set(features['order'])))) + wavelengths = [np.average(features['wavelength'][features['order'] == o]) for o in ref_ids] + return wavelengths + + +def get_principle_order_number(m0_values, features): + """ + Finds the principle order number m0. Selects the m0 such that the function y(i) = (m0 + i) * central_wavelengths + has the smallest slope. I.e. this selects the m0 that allows constant/(m0+i) to best fit central_wavelengths. + This is exactly what CERES does. See equation 3 of Brahm et al. 2016. + + :param m0_values: ndarray of integers. 1d. + :param features: dict. + dictionary of ndarrays of pixel and order positions of measured spectral features (e.g. emission lines) + and their wavelengths. + Example: + measured_lines = {'pixel': np.array([1, 2.5, 6.1]), 'order': np.array([1, 1, 2]), + 'wavelength': np.array([4000, 5001, 5005)} + If the principle order number is 52, then these measured_lines represents 3 spectral features, + with (pixel, diffraction order) coordinates of (1, 53), (2.5, 53), (6.1, 54), and wavelengths + 4000, 5001, and 5005 Angstroms, respectively. + respectively. The wavelength solution will calibrate each fiber separately. + :return: m0: int. + The principle order number for the fiber from which central_wavelengths were taken. + This is the true order index of the the trace that corresponds to ref_id[0]. + """ + center_wavelengths = get_center_wavelengths(features) + ref_ids = np.sort(np.array(list(set(features['order'])))) + slopes = [] + for m0 in m0_values: + # note: replacing np.ptp with some outlier resistant measure of the scatter would be more robust. + slopes.append(np.ptp(center_wavelengths * (m0 + ref_ids))) + + if np.count_nonzero(np.isclose(slopes, np.min(slopes), rtol=0.01)) > 1: + logger.warning('Two or more viable principle order numbers for this fiber! The m0 recovered from the ' + 'wavelength solution could be wrong!') + return m0_values[np.argmin(slopes)] diff --git a/banzai_nres/wavelength.py b/banzai_nres/wavelength.py new file mode 100644 index 00000000..e416e866 --- /dev/null +++ b/banzai_nres/wavelength.py @@ -0,0 +1,241 @@ +import numpy as np + +from banzai.stages import Stage +from banzai.calibrations import CalibrationStacker, CalibrationUser + +from banzai_nres.frames import NRESObservationFrame +from banzai_nres.utils.wavelength_utils import identify_features, group_features_by_trace, get_principle_order_number +from xwavecal.wavelength import find_feature_wavelengths, WavelengthSolution +from xwavecal.utils.wavelength_utils import find_nearest + +import sep +import logging +import os +import pkg_resources +from astropy.table import Table + + +logger = logging.getLogger('banzai') + +WAVELENGTH_SOLUTION_MODEL = {0: [0, 1, 2, 3, 4, 5], + 1: [0, 1, 2, 3, 4, 5], + 2: [0, 1, 2, 3, 4, 5], + 3: [0, 1, 2, 3, 4, 5], + 4: [0]} + +# TODO refactor xwavecal so that we dont need this. We only need to set flux_tol to 0.5 +OVERLAP_SETTINGS = {'min_num_overlaps': 5, 'overlap_linear_scale_range': (0.5, 2), 'flux_tol': 0.4, 'max_red_overlap': 1000, 'max_blue_overlap': 2000} + + +class ArcStacker(CalibrationStacker): + def __init__(self, runtime_context): + super(ArcStacker, self).__init__(runtime_context) + + @property + def calibration_type(self): + return 'DOUBLE' + + +class ArcLoader(CalibrationUser): + """ + Loads the wavelengths from the nearest Arc-emission lamp (wavelength calibration) in the db. + If the traces have shifted (e.g. the instrument was serviced), then we do not load any of this information + (new wavelengths will be created from scratch in WavelengthCalibrate). + """ + @property + def calibration_type(self): + return 'DOUBLE' + + def on_missing_master_calibration(self, image): + if image.obstype.upper() == 'DOUBLE': + return image + else: + super(ArcLoader, self).on_missing_master_calibration(image) + + def apply_master_calibration(self, image: NRESObservationFrame, master_calibration_image): + image.wavelengths = master_calibration_image.wavelengths + image.fibers = master_calibration_image.fibers + image.meta['L1IDARC'] = master_calibration_image.filename, 'ID of ARC/DOUBLE frame' + return image + + +class LineListLoader(CalibrationUser): + """ + Loads the reference line list for wavelength calibration + """ + LINE_LIST_FILENAME = pkg_resources.resource_filename('banzai_nres', 'data/ThAr_atlas_ESO_vacuum.txt') + @property + def calibration_type(self): + return 'LINELIST' + + def do_stage(self, image): + if not os.path.exists(self.LINE_LIST_FILENAME): + return self.on_missing_master_calibration(image) + line_list = np.genfromtxt(self.LINE_LIST_FILENAME)[:, 1].flatten() + logger.info('Applying master calibration', image=image, + extra_tags={'master_calibration': os.path.basename(self.LINE_LIST_FILENAME)}) + return self.apply_master_calibration(image, line_list) + + def apply_master_calibration(self, image, line_list): + image.line_list = line_list + return image + + +class WavelengthCalibrate(Stage): + """ + Stage to recalibrate wavelength-calibration (e.g. arc lamp) frames. + We re-wavelength calibrate from scratch if the image does not have a pre-existing wavelength solution. + We lightly recalibrate the wavelength calibration if the image has a pre-existing wavelength solution. + + NOTE: Pixels that are uncalibrated (e.g. regions of the CCD chip where there is not actually any spectrum present, + or if the calibration failed on one or both fibers) are assigned a ZERO wavelength. This is because zeros compress + well in fits fpack. So a pixel with a Zero means that pixel has an UNDEFINED (uncalibrated) wavelength. + """ + M0_RANGE = (48, 55) # range of possible values for the integer principle order number. + + def do_stage(self, image): + image.features = self.init_feature_labels(image.num_traces, image.features) + if image.wavelengths is None: + image.features['wavelength'] = np.zeros_like(image.features['pixel'], dtype=float) # init wavelengths + for fiber in list(set(image.features['fiber'])): + logger.info('Blind solving for the wavelengths for fiber {0} (arbitrary label).'.format(fiber), image=image) + this_fiber = image.features['fiber'] == fiber + image.features['wavelength'][this_fiber] = find_feature_wavelengths(dict(image.features[this_fiber]), image.line_list, + max_pixel=image.data.shape[1] - 1, min_pixel=0, + m0_range=self.M0_RANGE, + overlap_settings=OVERLAP_SETTINGS) + else: + logger.info('Getting feature wavelengths from past solution.') + # Note: we could improve this estimate by using ndimage.map_coordinates(..., order=1, prefilter=False). + image.features['wavelength'] = image.wavelengths[image.features['ycentroid'].astype(int), + image.features['xcentroid'].astype(int)] + self.refine_wavelengths(image) + return image + + def refine_wavelengths(self, image): + ref_ids, fiber_ids, trace_ids = get_ref_ids_and_fibers(image.num_traces) + image.wavelengths = np.zeros_like(image.data, dtype=float) + for fiber in list(set(fiber_ids)): + this_fiber = image.features['fiber'] == fiber + if np.all(np.isnan(image.features['wavelength'][this_fiber])) or np.all(np.isclose(image.features['wavelength'][this_fiber], 0)): + logger.error('All zeros for image.wavelengths for fiber {0}. Will not refine ' + 'wavelengths and marking image as bad.'.format(fiber), image=image) + image.is_bad = True + continue + + m0 = get_principle_order_number(np.arange(*self.M0_RANGE), image.features[this_fiber]) + logger.info('Principle order number is {0} for fiber {1}'.format(m0, fiber), image=image) + wavelength_model = self.fit_wavelength_model(image.features[this_fiber], image.line_list, m0) + + # save the wavelengths of each spectral feature + image.features['wavelength'][this_fiber] = wavelength_model(image.features['pixel'][this_fiber], + image.features['order'][this_fiber]) + # populate a wavelengths image using the 2d polynomial function wavelength_solution + x2d, y2d = np.meshgrid(np.arange(image.shape[1]), np.arange(image.shape[0])) + for trace_id, ref_id in zip(trace_ids[fiber_ids == fiber], ref_ids[fiber_ids == fiber]): + this_trace = np.isclose(image.traces, trace_id) + image.wavelengths[this_trace] = wavelength_model(x2d[this_trace], ref_id * np.ones_like(x2d[this_trace])) + # Set the true physical order number + ref_ids[fiber_ids == fiber] += m0 + # Calculate which fiber is which. + # the first ref_id = 80 (arbitrary, but somewhere about the middle of the detector) + # is largest fiber number that is lit. + largest_fiber_index = fiber_ids[ref_ids.tolist().index(80)] + if image.fiber2_lit: + largest_fiber_number = 2 + smaller_fiber_number = 1 + else: + largest_fiber_number = 1 + smaller_fiber_number = 0 + + true_fibers = [largest_fiber_number if fiber_id == largest_fiber_index else smaller_fiber_number + for fiber_id in fiber_ids] + # set fibers attribute on image + image.fibers = Table({'order': ref_ids, 'fiber': true_fibers}) + + @staticmethod + def init_feature_labels(num_traces, features): + ref_ids, fiber_ids, trace_ids = get_ref_ids_and_fibers(num_traces) + features['order'] = ref_ids[features['id'] - 1].astype(int) + features['fiber'] = fiber_ids[features['id'] - 1].astype(int) + return features + + @staticmethod + def fit_wavelength_model(features, line_list, m0): + """ + Fit a polynomial model to the feature wavelengths with light outlier rejection. This recalibrates + the wavelength solution. + :param features: + :param line_list: + :param m0: Real diffraction order number of the i=0 diffraction order. Also known as m0. + :return: wavelength_solution. xwavecal.wavelength.WavelengthSolution. + wavelength_solution(x, order) will give the wavelength of the len(x) points with pixel and order coordinates + x and order, respectively. + where x and order are ndarray's of the same shape. + """ + # TODO update xwavecal so that WavelengthSolution does not need min_order, max_order, min_pixel, max_pixel. + wcs = WavelengthSolution(model=WAVELENGTH_SOLUTION_MODEL, measured_lines=dict(features), + min_order=0, max_order=np.max(features['order']), + min_pixel=0, max_pixel=np.max(features['pixel']), + reference_lines=line_list, m0=m0) + wavelengths_to_fit = find_nearest(features['wavelength'], np.sort(line_list)) + weights = np.ones_like(wavelengths_to_fit, dtype=float) + # consider weights = features['flux']/features['flux_err'] or 1/features['flux_err']**2 + # reject lines who have residuals with the line list in excess of 0.1 angstroms (e.g. reject outliers) + weights[~np.isclose(wavelengths_to_fit, wcs.measured_lines['wavelength'], atol=0.1)] = 0 + wcs.model_coefficients = wcs.solve(wcs.measured_lines, wavelengths_to_fit, weights) + return wcs + + +class IdentifyFeatures(Stage): + """ + Stage to identify all sharp emission-like features on an Arc lamp frame. + """ + nsigma = 15.0 # minimum signal to noise for the feature (sum of flux / sqrt(sum of error^2) within the aperture) + # where the aperture is a circular aperture of radius fwhm. + fwhm = 6.0 # fwhm estimate of the elliptical gaussian PSF for each feature + num_features_max = 4000 # maximum number of features to keep. Will keep the num_features_max highest S/N features. + + def do_stage(self, image): + # identify emission feature (pixel, order) positions. + features = identify_features(image.data, image.uncertainty, image.mask, nsigma=self.nsigma/2, fwhm=self.fwhm) + features = group_features_by_trace(features, image.traces) + features = features[features['id'] != 0] # throw out features that are outside of any trace. + logger.info('{0} emission features found on this image'.format(len(features)), image=image) + # get total flux in each emission feature. For now just sum_circle, although we should use sum_ellipse. + features['flux'], features['fluxerr'], _ = sep.sum_circle(image.data, features['xcentroid'], features['ycentroid'], + self.fwhm, gain=1.0, err=image.uncertainty, mask=image.mask) + if image.blaze is not None: + logger.info('Blaze correcting emission feature fluxes', image=image) + # blaze correct the emission features fluxes. This speeds up and improves overlap fitting in xwavecal. + features['corrected_flux'] = features['flux'] / image.blaze['blaze'][features['id'] - 1, + np.array(features['xcentroid'], dtype=int)] + + # cutting which lines to keep: + # calculate the error in the centroids provided by identify_features() + features['centroid_err'] = self.fwhm / np.sqrt(features['flux']) + # Keep features that pass the signal to noise check. + valid_features = features['flux']/features['fluxerr'] > self.nsigma + features = features[valid_features] + # Keep the highest S/N features + features = features[np.argsort(features['flux']/features['fluxerr'])[::-1]] + features = features[:int(self.num_features_max)] + + # report statistics + logger.info('{0} emission features on this image will be used'.format(len(features)), image=image) + if len(features) == 0: + logger.error('No emission features found on this image!', image=image) + + image.features = features + return image + + +def get_ref_ids_and_fibers(num_traces): + # this function always assumes two fibers are lit. + fibers, ref_id = np.zeros(num_traces), np.zeros(num_traces) + fibers[1::2] = 1 # group alternating traces as part of the same fiber + for fiber in [0, 1]: + ref_id[fibers == fiber] = np.arange(np.count_nonzero(fibers == fiber)) + # note that the fiber designation does not matter, all that matters is that we separate the two AGU's wavelength + # solutions. + return ref_id, fibers, np.arange(1, num_traces + 1) diff --git a/docker-compose.yml b/docker-compose.yml index 4ae540ee..330467a7 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -1,7 +1,7 @@ version: '2' services: nres-e2e-data: - image: docker.lco.global/nres-pipeline-e2e-data:1.0.3 + image: docker.lco.global/nres-pipeline-e2e-data:1.0.3-slim container_name: nres-e2e-data network_mode: "bridge" entrypoint: @@ -15,42 +15,42 @@ services: options: max-size: '100m' max-file: '3' - banzai-nres-fits-exchange: + banzai-nres-e2e-fits-exchange: image: rabbitmq:3.7.9 network_mode: "bridge" - container_name: banzai-nres-fits-exchange + container_name: banzai-nres-e2e-fits-exchange mem_limit: '1g' logging: options: max-size: '100m' max-file: '3' - banzai-nres-redis: + banzai-nres-e2e-redis: image: redis:5.0.3 network_mode: "bridge" - container_name: banzai-nres-redis + container_name: banzai-nres-e2e-redis labels: io.rancher.container.pull_image: always mem_limit: '1g' - banzai-nres-celery-workers: + banzai-nres-e2e-celery-workers: image: ${NRES_DOCKER_IMG} network_mode: "bridge" - container_name: banzai-nres-celery-workers + container_name: banzai-nres-e2e-celery-workers entrypoint: ["celery", "-A", "banzai", "worker", "--hostname", "banzai-celery-worker", "-l", "debug", "-c", "4"] mem_limit: '8g' depends_on: - - banzai-nres-redis - - banzai-nres-fits-exchange + - banzai-nres-e2e-redis + - banzai-nres-e2e-fits-exchange - nres-e2e-data links: - - banzai-nres-redis:redis + - banzai-nres-e2e-redis:redis volumes_from: - nres-e2e-data environment: RETRY_DELAY: "0" - REDIS_HOST: "redis://redis:6379/0" - LAKE_URL: "http://lake-old.lco.gtn/blocks/" + TASK_HOST: "redis://redis:6379/0" + OBSERVATION_PORTAL_URL: "http://lake-old.lco.gtn/blocks/" NUM_OMP_THREADS: "1" OPENTSDB_PYTHON_METRICS_TEST_MODE: "1" labels: @@ -60,28 +60,28 @@ services: options: max-size: '100m' max-file: '3' - banzai-nres-listener: + banzai-nres-e2e-listener: image: ${NRES_DOCKER_IMG} network_mode: "bridge" - container_name: banzai-nres-listener + container_name: banzai-nres-e2e-listener mem_limit: '1g' depends_on: - - banzai-nres-redis - - banzai-nres-fits-exchange + - banzai-nres-e2e-redis + - banzai-nres-e2e-fits-exchange - nres-e2e-data links: - - banzai-nres-fits-exchange:broker - - banzai-nres-redis:redis + - banzai-nres-e2e-fits-exchange:broker + - banzai-nres-e2e-redis:redis entrypoint: ["banzai_nres_run_realtime_pipeline", "--fpack", "--db-address=sqlite:////archive/engineering/test.db", "--broker-url=broker"] environment: DB_ADDRESS: sqlite:////archive/engineering/test.db - REDIS_HOST: "redis://redis:6379/0" + TASK_HOST: "redis://redis:6379/0" FITS_EXCHANGE: fits_files FITS_BROKER: broker OPENTSDB_PYTHON_METRICS_TEST_MODE: "1" - LAKE_URL: "http://lake-old.lco.gtn/blocks/" + OBSERVATION_PORTAL_URL: "http://lake-old.lco.gtn/blocks/" volumes_from: - nres-e2e-data labels: diff --git a/docs/conf.py b/docs/conf.py index 6196e717..3a232a2a 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -19,7 +19,7 @@ # -- Project information ----------------------------------------------------- -project = 'banzai-nres' +project = 'banzai-nres-e2e' copyright = '2018, Curtis McCully and Mirek Brandt' author = 'Curtis McCully and Mirek Brandt' @@ -132,7 +132,7 @@ # (source start file, target name, title, # author, documentclass [howto, manual, or own class]). latex_documents = [ - (master_doc, 'banzai-nres.tex', 'banzai-nres Documentation', + (master_doc, 'banzai-nres-e2e.tex', 'banzai-nres-e2e Documentation', 'Curtis McCully and Mirek Brandt', 'manual'), ] @@ -142,7 +142,7 @@ # One entry per manual page. List of tuples # (source start file, name, description, authors, manual section). man_pages = [ - (master_doc, 'banzai-nres', 'banzai-nres Documentation', + (master_doc, 'banzai-nres-e2e', 'banzai-nres-e2e Documentation', [author], 1) ] @@ -153,8 +153,8 @@ # (source start file, target name, title, author, # dir menu entry, description, category) texinfo_documents = [ - (master_doc, 'banzai-nres', 'banzai-nres Documentation', - author, 'banzai-nres', 'One line description of project.', + (master_doc, 'banzai-nres-e2e', 'banzai-nres-e2e Documentation', + author, 'banzai-nres-e2e', 'One line description of project.', 'Miscellaneous'), ] diff --git a/helm-chart/banzai-nres-e2e/.helmignore b/helm-chart/banzai-nres-e2e/.helmignore new file mode 100644 index 00000000..50af0317 --- /dev/null +++ b/helm-chart/banzai-nres-e2e/.helmignore @@ -0,0 +1,22 @@ +# Patterns to ignore when building packages. +# This supports shell glob matching, relative path matching, and +# negation (prefixed with !). Only one pattern per line. +.DS_Store +# Common VCS dirs +.git/ +.gitignore +.bzr/ +.bzrignore +.hg/ +.hgignore +.svn/ +# Common backup files +*.swp +*.bak +*.tmp +*~ +# Various IDEs +.project +.idea/ +*.tmproj +.vscode/ diff --git a/helm-chart/banzai-nres-e2e/Chart.yaml b/helm-chart/banzai-nres-e2e/Chart.yaml new file mode 100644 index 00000000..1a2d122f --- /dev/null +++ b/helm-chart/banzai-nres-e2e/Chart.yaml @@ -0,0 +1,5 @@ +apiVersion: v1 +appVersion: "latest" +description: A Helm chart for end to end tests for BANZAI-nres +name: banzai-nres-e2e +version: 1.0.0 diff --git a/helm-chart/banzai-nres-e2e/templates/NOTES.txt b/helm-chart/banzai-nres-e2e/templates/NOTES.txt new file mode 100644 index 00000000..9a58a3fd --- /dev/null +++ b/helm-chart/banzai-nres-e2e/templates/NOTES.txt @@ -0,0 +1,11 @@ +This chart runs the end-to-end tests for the BANZAI-NRES pipeline. + +This creates one rabbitmq instance to simulate the Fits Exchange and a Redis instance to act as a task queue. +There are 2 other banzai containers, the listener and the worker containers. + +The chart pulls a docker image with test data that it then copies into the pod, so initialization of +the pod can take a significant amount of time. + +See https://github.com/lcogt/banzai-nres for the code and documentation. + +Contact Curtis McCully (cmccully@lco.global) with issues. diff --git a/helm-chart/banzai-nres-e2e/templates/_helpers.tpl b/helm-chart/banzai-nres-e2e/templates/_helpers.tpl new file mode 100644 index 00000000..5ca91eef --- /dev/null +++ b/helm-chart/banzai-nres-e2e/templates/_helpers.tpl @@ -0,0 +1,45 @@ +{{/* vim: set filetype=mustache: */}} +{{/* +Expand the name of the chart. +*/}} +{{- define "banzai-nres-e2e.name" -}} +{{- default .Chart.Name .Values.nameOverride | trunc 63 | trimSuffix "-" -}} +{{- end -}} + +{{/* +Create a default fully qualified app name. +We truncate at 63 chars because some Kubernetes name fields are limited to this (by the DNS naming spec). +If release name contains chart name it will be used as a full name. +*/}} +{{- define "banzai-nres-e2e.fullname" -}} +{{- if .Values.fullnameOverride -}} +{{- .Values.fullnameOverride | trunc 63 | trimSuffix "-" -}} +{{- else -}} +{{- $name := default .Chart.Name .Values.nameOverride -}} +{{- if contains $name .Release.Name -}} +{{- .Release.Name | trunc 63 | trimSuffix "-" -}} +{{- else -}} +{{- printf "%s-%s" .Release.Name $name | trunc 63 | trimSuffix "-" -}} +{{- end -}} +{{- end -}} +{{- end -}} + +{{/* +Create chart name and version as used by the chart label. +*/}} +{{- define "banzai-nres-e2e.chart" -}} +{{- printf "%s-%s" .Chart.Name .Chart.Version | replace "+" "_" | trunc 63 | trimSuffix "-" -}} +{{- end -}} + +{{/* +Common labels +*/}} +{{- define "banzai-nres-e2e.labels" -}} +app.kubernetes.io/name: {{ include "banzai-nres-e2e.name" . }} +helm.sh/chart: {{ include "banzai-nres-e2e.chart" . }} +app.kubernetes.io/instance: {{ .Release.Name }} +{{- if .Chart.AppVersion }} +app.kubernetes.io/version: {{ .Chart.AppVersion | quote }} +{{- end }} +app.kubernetes.io/managed-by: {{ .Release.Service }} +{{- end -}} diff --git a/helm-chart/banzai-nres-e2e/templates/e2e_tests.yaml b/helm-chart/banzai-nres-e2e/templates/e2e_tests.yaml new file mode 100644 index 00000000..6c86ee56 --- /dev/null +++ b/helm-chart/banzai-nres-e2e/templates/e2e_tests.yaml @@ -0,0 +1,176 @@ +apiVersion: apps/v1 +kind: Deployment +metadata: + name: {{ include "banzai-nres-e2e.fullname" . }} + labels: +{{ include "banzai-nres-e2e.labels" . | indent 4 }} +spec: + strategy: + type: Recreate + replicas: {{ .Values.replicaCount }} + selector: + matchLabels: + app.kubernetes.io/name: {{ include "banzai-nres-e2e.name" . }} + app.kubernetes.io/instance: {{ .Release.Name }} + template: + metadata: + labels: + app.kubernetes.io/name: {{ include "banzai-nres-e2e.name" . }} + app.kubernetes.io/instance: {{ .Release.Name }} + annotations: + cluster-autoscaler.kubernetes.io/safe-to-evict: "false" + spec: + + securityContext: + fsGroup: 10000 + + # Create some empty directories to be mounted within the Pod + volumes: + - name: nres-data + persistentVolumeClaim: + claimName: {{ include "banzai-nres-e2e.fullname" . }} + + initContainers: + # When the Pod is initialized, copy all files within the container at path + # /archive/engineering into the empty data volume mounted at /data + - name: nres-data + image: "{{ .Values.dataImage.repository }}:{{ .Values.dataImage.tag }}" + imagePullPolicy: {{ .Values.dataImage.pullPolicy}} + securityContext: + runAsUser: 10087 + runAsGroup: 10000 + volumeMounts: + - name: nres-data + mountPath: /data + readOnly: false + command: + - /bin/cp + - -a + - /archive/engineering + - /data/ + resources: + requests: + cpu: "0.1" + memory: "128M" + limits: + cpu: "1" + memory: "1Gi" + containers: + - name: banzai-nres-e2e-redis + image: redis:5.0.3 + imagePullPolicy: IfNotPresent + resources: + requests: + cpu: "0.1" + memory: "128M" + limits: + cpu: "1" + memory: "1Gi" + - name: banzai-nres-e2e-fits-exchange + image: rabbitmq:3.7.9 + imagePullPolicy: IfNotPresent + resources: + requests: + cpu: "0.1" + memory: "128M" + limits: + cpu: "1" + memory: "1Gi" + - name: banzai-nres-e2e-celery-workers + image: "{{ .Values.banzaiNRES.repository }}:{{ .Values.banzaiNRES.tag }}" + imagePullPolicy: IfNotPresent + volumeMounts: + - name: nres-data + mountPath: /archive/engineering + subPath: engineering + readOnly: false + env: + - name: DB_ADDRESS + value: "sqlite:////archive/engineering/test.db" + - name: RETRY_DELAY + value: "0" + - name: REDIS_HOST + value: "redis://localhost:6379/0" + - name: BANZAI_WORKER_LOGLEVEL + value: "DEBUG" + - name: CALIBRATE_PROPOSAL_ID + value: "calibrate" + - name: OMP_NUM_THREADS + value: "2" + - name: FITS_EXCHANGE + value: "fits_files" + - name: OPENTSDB_PYTHON_METRICS_TEST_MODE + value: "1" + - name: AWS_ACCESS_KEY_ID + valueFrom: + secretKeyRef: + name: banzai-nres-secrets + key: AWS_ACCESS_KEY_ID + - name: AWS_SECRET_ACCESS_KEY + valueFrom: + secretKeyRef: + name: banzai-nres-secrets + key: AWS_SECRET_ACCESS_KEY + command: + - celery + - -A + - banzai + - worker + - --hostname + - "banzai-celery-worker" + - --concurrency + - "2" + - --loglevel + - "DEBUG" + resources: + requests: + cpu: "0.1" + memory: "4Gi" + ephemeral-storage: "1Gi" + limits: + cpu: "4" + memory: "8Gi" + - name: banzai-nres-e2e-listener + image: "{{ .Values.banzaiNRES.repository }}:{{ .Values.banzaiNRES.tag }}" + imagePullPolicy: "{{ .Values.banzaiNRES.pullPolicy }}" + volumeMounts: + - name: nres-data + mountPath: /archive/engineering + subPath: engineering + readOnly: false + env: + - name: DB_ADDRESS + value: "sqlite:////archive/engineering/test.db" + - name: FITS_BROKER_URL + value: "localhost" + - name: REDIS_HOST + value: "redis://localhost:6379/0" + - name: CALIBRATE_PROPOSAL_ID + value: "calibrate" + - name: FITS_EXCHANGE + value: "fits_files" + - name: OPENTSDB_PYTHON_METRICS_TEST_MODE + value: "1" + - name: AWS_ACCESS_KEY_ID + valueFrom: + secretKeyRef: + name: banzai-nres-secrets + key: AWS_ACCESS_KEY_ID + - name: AWS_SECRET_ACCESS_KEY + valueFrom: + secretKeyRef: + name: banzai-nres-secrets + key: AWS_SECRET_ACCESS_KEY + command: + - banzai_nres_run_realtime_pipeline + - "--db-address=sqlite:////archive/engineering/test.db" + - "--fpack" + - "--broker-url=localhost" + - "--log-level=debug" + resources: + requests: + cpu: "0.1" + memory: "128M" + limits: + cpu: "1" + memory: "4Gi" diff --git a/helm-chart/banzai-nres-e2e/templates/pvc.yaml b/helm-chart/banzai-nres-e2e/templates/pvc.yaml new file mode 100644 index 00000000..5afe2d75 --- /dev/null +++ b/helm-chart/banzai-nres-e2e/templates/pvc.yaml @@ -0,0 +1,13 @@ +apiVersion: v1 +kind: PersistentVolumeClaim +metadata: + name: {{ include "banzai-nres-e2e.fullname" . }} + labels: +{{ include "banzai-nres-e2e.labels" . | indent 4 }} +spec: + accessModes: + - ReadWriteOnce + resources: + requests: + storage: {{ .Values.storage.size }} + storageClassName: standard diff --git a/helm-chart/banzai-nres-e2e/values.yaml b/helm-chart/banzai-nres-e2e/values.yaml new file mode 100644 index 00000000..7c7e7d5f --- /dev/null +++ b/helm-chart/banzai-nres-e2e/values.yaml @@ -0,0 +1,17 @@ +# Default values for banzai-nres-e2e. +# This is a YAML-formatted file. + +replicaCount: 1 + +banzaiNRES: + repository: docker.lco.global/banzai-nres + tag: latest + pullPolicy: IfNotPresent + +dataImage: + repository: docker.lco.global/nres-pipeline-e2e-data + tag: 1.0.3 + pullPolicy: IfNotPresent + +storage: + size: 50Gi diff --git a/helm-chart/banzai-nres/.helmignore b/helm-chart/banzai-nres/.helmignore new file mode 100644 index 00000000..50af0317 --- /dev/null +++ b/helm-chart/banzai-nres/.helmignore @@ -0,0 +1,22 @@ +# Patterns to ignore when building packages. +# This supports shell glob matching, relative path matching, and +# negation (prefixed with !). Only one pattern per line. +.DS_Store +# Common VCS dirs +.git/ +.gitignore +.bzr/ +.bzrignore +.hg/ +.hgignore +.svn/ +# Common backup files +*.swp +*.bak +*.tmp +*~ +# Various IDEs +.project +.idea/ +*.tmproj +.vscode/ diff --git a/helm-chart/banzai-nres/Chart.yaml b/helm-chart/banzai-nres/Chart.yaml new file mode 100644 index 00000000..88cd6291 --- /dev/null +++ b/helm-chart/banzai-nres/Chart.yaml @@ -0,0 +1,5 @@ +apiVersion: v1 +appVersion: "1.0" +description: A Helm chart to deploy the BANZAI-NRES pipeline +name: banzai-nres +version: 1.0.0 diff --git a/helm-chart/banzai-nres/requirements.yaml b/helm-chart/banzai-nres/requirements.yaml new file mode 100644 index 00000000..1b939d9e --- /dev/null +++ b/helm-chart/banzai-nres/requirements.yaml @@ -0,0 +1,10 @@ +dependencies: +- name: postgresql + version: 8.1.5 + repository: https://kubernetes-charts.storage.googleapis.com + condition: useDockerizedDatabase + +- name: rabbitmq + version: 6.18.2 + repository: https://kubernetes-charts.storage.googleapis.com + condition: useDockerizedRabbitMQ diff --git a/helm-chart/banzai-nres/templates/NOTES.txt b/helm-chart/banzai-nres/templates/NOTES.txt new file mode 100644 index 00000000..9df56e48 --- /dev/null +++ b/helm-chart/banzai-nres/templates/NOTES.txt @@ -0,0 +1,7 @@ +This chart deploys the BANZAI-NRES pipeline. This can deploy to dev or prod depending on which values file is used. + +This creates one listener/beats scheduler pod and a set of celery worker pods. + +See https://github.com/lcogt/banzai-nres for the code and documentation. + +Contact Curtis McCully (cmccully@lco.global) with issues. diff --git a/helm-chart/banzai-nres/templates/_helpers.tpl b/helm-chart/banzai-nres/templates/_helpers.tpl new file mode 100644 index 00000000..73b24b48 --- /dev/null +++ b/helm-chart/banzai-nres/templates/_helpers.tpl @@ -0,0 +1,148 @@ +{{/* vim: set filetype=mustache: */}} +{{/* +Expand the name of the chart. +*/}} +{{- define "banzai-nres.name" -}} +{{- default .Chart.Name .Values.nameOverride | trunc 63 | trimSuffix "-" -}} +{{- end -}} + +{{/* +Create a default fully qualified app name. +We truncate at 63 chars because some Kubernetes name fields are limited to this (by the DNS naming spec). +If release name contains chart name it will be used as a full name. +*/}} +{{- define "banzai-nres.fullname" -}} +{{- if .Values.fullnameOverride -}} +{{- .Values.fullnameOverride | trunc 63 | trimSuffix "-" -}} +{{- else -}} +{{- $name := default .Chart.Name .Values.nameOverride -}} +{{- if contains $name .Release.Name -}} +{{- .Release.Name | trunc 63 | trimSuffix "-" -}} +{{- else -}} +{{- printf "%s-%s" .Release.Name $name | trunc 63 | trimSuffix "-" -}} +{{- end -}} +{{- end -}} +{{- end -}} + +{{/* +Create chart name and version as used by the chart label. +*/}} +{{- define "banzai-nres.chart" -}} +{{- printf "%s-%s" .Chart.Name .Chart.Version | replace "+" "_" | trunc 63 | trimSuffix "-" -}} +{{- end -}} + +{{/* +Common labels +*/}} +{{- define "banzai-nres.labels" -}} +app.kubernetes.io/name: {{ include "banzai-nres.name" . }} +helm.sh/chart: {{ include "banzai-nres.chart" . }} +app.kubernetes.io/instance: {{ .Release.Name }} +{{- if .Chart.AppVersion }} +app.kubernetes.io/version: {{ .Chart.AppVersion | quote }} +{{- end }} +app.kubernetes.io/managed-by: {{ .Release.Service }} +{{- end -}} + + +{{/* +Generate the PostgreSQL DB hostname +*/}} +{{- define "banzai-nres.dbhost" -}} +{{- if .Values.postgresql.fullnameOverride -}} +{{- .Values.postgresql.fullnameOverride | trunc 63 | trimSuffix "-" -}} +{{- else if .Values.useDockerizedDatabase -}} +{{- printf "%s-postgresql" .Release.Name -}} +{{- else -}} +{{- required "`postgresql.hostname` must be set when `useDockerizedDatabase` is `false`" .Values.postgresql.hostname -}} +{{- end -}} +{{- end -}} + +{{- define "banzai-nres.rabbitmq" -}} +{{- if .Values.rabbitmq.fullnameOverride -}} +{{- .Values.rabbitmq.fullnameOverride | trunc 63 | trimSuffix "-" -}} +{{- else if .Values.useDockerizedRabbitMQ -}} +{{- printf "%s-rabbitmq" .Release.Name -}} +{{- else -}} +{{- required "`rabbitmq.hostname` must be set when `useDockerizedRabbitMQ` is `false`" .Values.rabbitmq.hostname -}} +{{- end -}} +{{- end -}} + +{{/* +Define shared environment variables +*/}} +{{- define "banzai-nres.Env" -}} +- name: DB_HOST + value: {{ include "banzai-nres.dbhost" . | quote }} +- name: RABBITMQ_HOST + value: {{ include "banzai-nres.rabbitmq" . | quote }} +- name: DB_PASSWORD + valueFrom: + secretKeyRef: + name: banzai-nres-secrets + key: postgresqlPassword +- name: DB_USER + value: {{ .Values.postgresql.postgresqlUsername | quote }} +- name: DB_NAME + value: {{ .Values.postgresql.postgresqlDatabase | quote }} +- name: DB_ADDRESS + value: postgres://$(DB_USER):$(DB_PASSWORD)@$(DB_HOST)/$(DB_NAME) +- name: RABBITMQ_PASSWORD + valueFrom: + secretKeyRef: + name: banzai-nres-secrets + key: rabbitmq-password +- name: TASK_HOST + value: amqp://{{ .Values.rabbitmq.rabbitmq.username }}:$(RABBITMQ_PASSWORD)@$(RABBITMQ_HOST)/{{ .Values.rabbitmq.vhost }} +- name: RETRY_DELAY + value: "600000" +- name: CALIBRATE_PROPOSAL_ID + value: {{ .Values.CALIBRATE_PROPOSAL_ID | quote }} +- name: OBSERVATION_PORTAL_URL + value: {{ .Values.OBSERVATION_PORTAL_URL | quote }} +- name: API_ROOT + value: {{ .Values.API_ROOT | quote }} +- name: AUTH_TOKEN + valueFrom: + secretKeyRef: + name: banzai-nres-secrets + key: AUTH_TOKEN +- name: BUCKET + value: {{ .Values.BUCKET | quote }} +- name: AWS_ACCESS_KEY_ID + valueFrom: + secretKeyRef: + name: banzai-nres-secrets + key: AWS_ACCESS_KEY_ID +- name: AWS_SECRET_ACCESS_KEY + valueFrom: + secretKeyRef: + name: banzai-nres-secrets + key: AWS_SECRET_ACCESS_KEY +- name: OPENTSDB_HOSTNAME + value: {{ .Values.OPENTSDB_HOSTNAME | quote }} +- name: BOSUN_HOSTNAME + value: {{ .Values.BOSUN_HOSTNAME | quote }} +- name: FITS_BROKER + value: {{ .Values.FITS_BROKER | quote }} +- name: FITS_EXCHANGE + value: {{ .Values.FITS_EXCHANGE | quote }} +- name: INGESTER_PROCESS_NAME + value: {{ .Values.INGESTER_PROCESS_NAME | quote }} +- name: POSTPROCESS_FILES + value: "False" +- name: BANZAI_WORKER_LOGLEVEL + value: {{ .Values.BANZAI_WORKER_LOGLEVEL | quote }} +- name: RAW_DATA_FRAME_URL + value: {{ .Values.RAW_DATA_FRAME_URL | quote }} +- name: RAW_DATA_AUTH_TOKEN + valueFrom: + secretKeyRef: + name: banzai-nres-secrets + key: RAW_DATA_AUTH_TOKEN +{{ if .Values.NO_METRICS }} +- name: OPENTSDB_PYTHON_METRICS_TEST_MODE + value: "1" +{{- end -}} + +{{- end -}} diff --git a/helm-chart/banzai-nres/templates/listener.yaml b/helm-chart/banzai-nres/templates/listener.yaml new file mode 100644 index 00000000..2caf2128 --- /dev/null +++ b/helm-chart/banzai-nres/templates/listener.yaml @@ -0,0 +1,83 @@ +apiVersion: apps/v1 +kind: Deployment +metadata: + name: {{ include "banzai-nres.fullname" . -}} -listener + labels: +{{ include "banzai-nres.labels" . | indent 4 }} +spec: + replicas: 1 + selector: + matchLabels: + app.kubernetes.io/name: {{ include "banzai-nres.name" . }} + app.kubernetes.io/instance: {{ .Release.Name }} + template: + metadata: + labels: + app.kubernetes.io/name: {{ include "banzai-nres.name" . }} + app.kubernetes.io/instance: "{{ .Release.Name }}" + spec: + {{- with .Values.imagePullSecrets }} + imagePullSecrets: + {{- toYaml . | nindent 8 }} + {{- end }} + containers: + - name: 'banzai-nres-listener' + image: "{{ .Values.image.repository }}:{{ .Values.image.tag }}" + imagePullPolicy: {{ .Values.image.pullPolicy }} + securityContext: + runAsUser: 10087 + runAsGroup: 10000 + command: + - "banzai_nres_run_realtime_pipeline" + - "--post-to-archive" + - "--post-to-elasticsearch" + - "--fpack" + - "--rlevel=91" + - "--db-address=$(DB_ADDRESS)" + - "--broker-url=$(FITS_BROKER)" + - "--no-file-cache" + env: + {{- include "banzai-nres.Env" . | nindent 12 }} + resources: + requests: + cpu: "0.1" + memory: "128M" + limits: + cpu: "1" + memory: "1Gi" + - name: 'banzai-nres-scheduler' + image: "{{ .Values.image.repository }}:{{ .Values.image.tag }}" + imagePullPolicy: {{ .Values.image.pullPolicy }} + securityContext: + runAsUser: 10087 + runAsGroup: 10000 + command: + - "banzai_nres_start_stacking_scheduler" + - "--post-to-archive" + - "--post-to-elasticsearch" + - "--fpack" + - "--rlevel=91" + - "--db-address=$(DB_ADDRESS)" + - "--log-level=info" + - "--no-file-cache" + env: + {{- include "banzai-nres.Env" . | nindent 12 }} + resources: + requests: + cpu: "0.1" + memory: "128M" + limits: + cpu: "1" + memory: "1Gi" + {{- with .Values.nodeSelector }} + nodeSelector: + {{- toYaml . | nindent 8 }} + {{- end }} + {{- with .Values.affinity }} + affinity: + {{- toYaml . | nindent 8 }} + {{- end }} + {{- with .Values.tolerations }} + tolerations: + {{- toYaml . | nindent 8 }} + {{- end }} diff --git a/helm-chart/banzai-nres/templates/workers-hpa.yaml b/helm-chart/banzai-nres/templates/workers-hpa.yaml new file mode 100644 index 00000000..ec170208 --- /dev/null +++ b/helm-chart/banzai-nres/templates/workers-hpa.yaml @@ -0,0 +1,18 @@ +{{- if .Values.horizontalPodAutoscaler.enabled -}} +apiVersion: autoscaling/v1 +kind: HorizontalPodAutoscaler +metadata: + name: {{ include "banzai-nres.fullname" . -}} -workers + labels: +{{ include "banzai-nres.labels" . | indent 4 }} +spec: +{{- with .Values.horizontalPodAutoscaler }} + minReplicas: {{ .minReplicas }} + maxReplicas: {{ .maxReplicas }} + targetCPUUtilizationPercentage: {{ .targetCPUUtilizationPercentage }} +{{- end }} + scaleTargetRef: + apiVersion: apps/v1 + kind: Deployment + name: {{ include "banzai-nres.fullname" . -}} -workers +{{- end }} diff --git a/helm-chart/banzai-nres/templates/workers.yaml b/helm-chart/banzai-nres/templates/workers.yaml new file mode 100644 index 00000000..d29378a4 --- /dev/null +++ b/helm-chart/banzai-nres/templates/workers.yaml @@ -0,0 +1,125 @@ +apiVersion: apps/v1 +kind: Deployment +metadata: + name: {{ include "banzai-nres.fullname" . -}} -workers + labels: +{{ include "banzai-nres.labels" . | indent 4 }} +spec: + selector: + matchLabels: + app.kubernetes.io/name: {{ include "banzai-nres.name" . }} + app.kubernetes.io/instance: {{ .Release.Name }} + template: + metadata: + labels: + app.kubernetes.io/name: {{ include "banzai-nres.name" . }} + app.kubernetes.io/instance: "{{ .Release.Name }}" + spec: + {{- with .Values.imagePullSecrets }} + imagePullSecrets: + {{- toYaml . | nindent 8 }} + {{- end }} + {{ if .Values.useDockerizedDatabase }} + initContainers: + # Create the db if it doesn't exist + - name: banzai-nres-db-init + image: "{{ .Values.image.repository }}:{{ .Values.image.tag }}" + imagePullPolicy: {{ .Values.image.pullPolicy}} + securityContext: + runAsUser: 10087 + runAsGroup: 10000 + command: + - "banzai_create_db" + - "--db-address=$(DB_ADDRESS)" + # Populate the instruments table + env: + {{- include "banzai-nres.Env" . | nindent 12 }} + resources: + requests: + cpu: "0.1" + memory: "128M" + limits: + cpu: "1" + memory: "1Gi" + # Populate the bpms that are in the archive + - name: banzai-nres-instrument-init + image: "{{ .Values.image.repository }}:{{ .Values.image.tag }}" + imagePullPolicy: {{ .Values.image.pullPolicy}} + securityContext: + runAsUser: 10087 + runAsGroup: 10000 + command: + - "banzai_update_db" + - "--db-address=$(DB_ADDRESS)" + - "--configdb-address={{ .Values.configdb_url }}" + #create the db if it doesn't exist and populate the bpms in the db. + env: + {{- include "banzai-nres.Env" . | nindent 12 }} + resources: + requests: + cpu: "0.1" + memory: "128M" + limits: + cpu: "1" + memory: "1Gi" + - name: banzai-nres-bpm-init + image: "{{ .Values.image.repository }}:{{ .Values.image.tag }}" + imagePullPolicy: {{ .Values.image.pullPolicy}} + securityContext: + runAsUser: 10087 + runAsGroup: 10000 + command: + - "banzai_nres_populate_bpms" + - "--db-address=$(DB_ADDRESS)" + # create the db if it doesn't exist and populate the bpms in the db. + env: + {{- include "banzai-nres.Env" . | nindent 12 }} + resources: + requests: + cpu: "0.1" + memory: "128M" + limits: + cpu: "1" + memory: "1Gi" + {{- end }} + containers: + - name: {{ .Chart.Name }} + image: "{{ .Values.image.repository }}:{{ .Values.image.tag }}" + imagePullPolicy: {{ .Values.image.pullPolicy }} + securityContext: + runAsUser: 10087 + runAsGroup: 10000 + command: + - "celery" + - "-A" + - "banzai" + - "worker" + - "--concurrency" + - "1" + - "-l" + - "info" + env: + - name: OMP_NUM_THREADS + value: "2" + {{- include "banzai-nres.Env" . | nindent 12 }} + resources: + requests: + cpu: "0.3" + memory: "1Gi" + ephemeral-storage: "16Gi" + limits: + cpu: "3" + memory: "4Gi" + ephemeral-storage: "32Gi" + {{- with .Values.nodeSelector }} + nodeSelector: + {{- toYaml . | nindent 8 }} + {{- end }} + {{- with .Values.affinity }} + affinity: + {{- toYaml . | nindent 8 }} + {{- end }} + {{- with .Values.tolerations }} + tolerations: + {{- toYaml . | nindent 8 }} + {{- end }} diff --git a/helm-chart/banzai-nres/values-dev.yaml b/helm-chart/banzai-nres/values-dev.yaml new file mode 100644 index 00000000..d1d0408b --- /dev/null +++ b/helm-chart/banzai-nres/values-dev.yaml @@ -0,0 +1,81 @@ +# Default values for banzai-nres. +# This is a YAML-formatted file. +# Declare variables to be passed into your templates. + +# Automatically manage worker count within the configured limits. More workers +# will be started when the CPU usage rises above the configured threshold. +horizontalPodAutoscaler: + enabled: true + minReplicas: 1 + maxReplicas: 4 + targetCPUUtilizationPercentage: 50 + +image: + repository: docker.lco.global/banzai-nres + tag: latest + pullPolicy: IfNotPresent + +nodeSelector: {} + +tolerations: [] + +affinity: {} + +CALIBRATE_PROPOSAL_ID: calibrate + +OBSERVATION_PORTAL_URL: http://internal-observation-portal.lco.gtn/api/observations/ + +API_ROOT: http://banzai-nres-archive-api-archiveapi.dev/ + +BUCKET: banzai-nres-lco-global + +BANZAI_WORKER_LOGLEVEL: "debug" + +RAW_DATA_FRAME_URL: "http://archiveapi-internal.prod/frames" + +INGESTER_PROCESS_NAME: "banzai-nres-dev" + +NO_METRICS: true + +OPENTSDB_HOSTNAME: opentsdb.lco.gtn + +BOSUN_HOSTNAME: alerts.lco.gtn + +FITS_BROKER: rabbitmq.lco.gtn + +FITS_EXCHANGE: archived_fits + +useDockerizedDatabase: true + +postgresql: + hostname: "db.example.com" + postgresqlUsername: "banzainres" + postgresqlDatabase: "banzainres" + existingSecret: "banzai-nres-secrets" + service: + port: "5432" + resources: + requests: + cpu: 200m + memory: 256Mi + limits: + cpu: 1 + memory: 512Mi + +useDockerizedRabbitMQ: true + +rabbitmq: + rabbitmq: + username: "user" + existingPasswordSecret: "banzai-nres-secrets" + vhost: "" + resources: + requests: + cpu: 200m + memory: 512Mi + limits: + cpu: 1 + memory: 1Gi + + +configdb_url: "http://configdb.lco.gtn/sites/" diff --git a/setup.cfg b/setup.cfg index b0b204c1..cd99cf0e 100644 --- a/setup.cfg +++ b/setup.cfg @@ -19,9 +19,11 @@ log_level = info log_cli_level = info markers = e2e + integration master_bias master_dark master_flat + master_arc science_frames [pycodestyle] diff --git a/setup.py b/setup.py index db7e6bdd..b86a2193 100644 --- a/setup.py +++ b/setup.py @@ -12,19 +12,26 @@ from setuptools import setup, find_packages -setup(name='lco-banzai-nres', +setup(name='lco-banzai-nres-e2e', author=['Curtis McCully', 'G. Mirek Brandt', 'Marshall Johnson', 'Timothy D. Brandt'], author_email=['cmccully@lco.global', 'gmbrandt@ucsb.edu', '@lco.global', 'tbrandt@physics.ucsb.edu'], - version='0.5.0', + version='0.5.1', python_requires='>=3.6', packages=find_packages(), use_scm_version=True, package_dir={'banzai_nres': 'banzai_nres'}, + package_data={'banzai_nres': ['data/ThAr_atlas_ESO_vacuum.txt', 'data/g2v_template.fits']}, setup_requires=['pytest-runner', 'setuptools_scm'], - install_requires=['banzai>=0.28.0', 'numpy>=1.13', 'sphinx', 'coveralls', 'statsmodels', 'astropy'], + install_requires=['banzai>=1.0.5', 'numpy>=1.13', 'sphinx', 'coveralls', 'sep<=1.10.0', + 'statsmodels', 'astropy>=4.1rc1', 'xwavecal>=0.1.12', 'scipy==1.3.2', 'photutils==0.7.2', 'boto3', + 'astroquery', 'vine==1.3.0'], tests_require=['pytest>=3.5'], entry_points={'console_scripts': ['banzai_nres_reduce_night=banzai_nres.main:reduce_night', 'banzai_nres_run_realtime_pipeline=banzai_nres.main:nres_run_realtime_pipeline', 'banzai_nres_start_stacking_scheduler=banzai_nres.main:nres_start_stacking_scheduler', 'banzai_nres_make_master_calibrations=banzai_nres.main:nres_make_master_calibrations', - 'banzai_nres_add_bpm=banzai_nres.main:add_bpm']}) + 'banzai_nres_add_bpm=banzai_nres.main:add_bpm', + 'banzai_nres_populate_bpms=banzai_nres.main:add_bpms_from_archive', + 'banzai_nres_munge_phoenix=banzai_nres.data.munge_phoenix_models:main', + 'banzai_nres_create_db=banzai_nres.main:create_db', + 'banzai_nres_populate_phoenix_models=banzai_nres.main:populate_phoenix_models']})